In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f09c4d2e630>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f09c4c126a0>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
input_real = tf.placeholder(tf.float32,
shape=(None, image_width, image_height, image_channels),
name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
return input_real, inputs_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
alpha = 0.2
def leaky_relu(x):
return tf.maximum(alpha*x,x)
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
conv_layer1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
relu1 = leaky_relu(conv_layer1)
conv_layer2 = tf.layers.conv2d(conv_layer1, 128, 5, strides=2, padding='same')
conv_layer2 = tf.layers.batch_normalization(conv_layer2, training=True)
relu2 = leaky_relu(conv_layer2)
conv_layer3 = tf.layers.conv2d(conv_layer2, 256, 5, strides=2, padding='same')
conv_layer3 = tf.layers.batch_normalization(conv_layer3, training=True)
relu3 = leaky_relu(conv_layer3)
conv_layer4 = tf.layers.conv2d(conv_layer3, 512, 5, strides=2, padding='same')
conv_layer4 = tf.layers.batch_normalization(conv_layer4)
relu4 = leaky_relu(conv_layer4)
#Flat
flat = tf.reshape(relu4, (-1, 4*4*512))
#Logits
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator', reuse=False if is_train==True else True):
#Fully connected layer
fully_conn = tf.layers.dense(z, 7*7*512)
fully_conn = tf.reshape(fully_conn, (-1,7,7,512))
fully_conn = tf.layers.batch_normalization(fully_conn, training=is_train)
fully_conn = leaky_relu(fully_conn)
# 7x7x512
#Convolutions
conv_layer1 = tf.layers.conv2d_transpose(fully_conn, 256, 5, strides=2, padding='same')
conv_layer1 = tf.layers.batch_normalization(conv_layer1, training=is_train)
conv_layer1 = leaky_relu(conv_layer1)
# 14x14x256
conv_layer2 = tf.layers.conv2d_transpose(conv_layer1, 128, 5, strides=1, padding='same')
conv_layer2 = tf.layers.batch_normalization(conv_layer2, training=is_train)
conv_layer2 = leaky_relu(conv_layer2)
# 14x14x128
conv_layer3 = tf.layers.conv2d_transpose(conv_layer2, 64, 5, strides=2, padding='same')
conv_layer3 = tf.layers.batch_normalization(conv_layer3, training=is_train)
conv_layer3 = leaky_relu(conv_layer3)
# 28x28x64
conv_layer4 = tf.layers.conv2d_transpose(conv_layer3, 32, 5, strides=1, padding='same')
conv_layer4 = tf.layers.batch_normalization(conv_layer4, training=is_train)
conv_layer4 = leaky_relu(conv_layer4)
# 28x28x32
# Output layer
logits = tf.layers.conv2d_transpose(conv_layer4, out_channel_dim, 5, strides=1, padding='same')
# 28x28xout_dim
gen_out = tf.tanh(logits)
return gen_out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
# Label smoothing
smooth = 0.1
g_model = generator(input_z, out_channel_dim, is_train=True)
d_model_real, d_logits_real = discriminator(input_real, reuse=False)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real,
labels=(tf.ones_like(d_model_real)*(1-smooth)) ))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,
labels=tf.zeros_like(d_model_fake)))
dicriminator_loss = d_loss_real + d_loss_fake
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
return dicriminator_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
print("Shape:", data_shape)
print("Learning rate:", learning_rate)
img_width = data_shape[1]
img_height = data_shape[2]
img_channels = data_shape[3]
# Init GAN
input_real, input_z, lr = model_inputs(img_width, img_height, img_channels, z_dim)
print(input_real)
print(input_z)
d_loss, g_loss = model_loss(input_real, input_z, img_channels)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
# Train
steps = 0
saver = tf.train.Saver()
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
#adjust the range
batch_images *= 2
batch_z = np.random.uniform(-1,1, size=(batch_size, z_dim))
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
if steps % 10 == 0:
d_loss_train = d_loss.eval({input_z: batch_z, input_real: batch_images})
g_loss_train = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(d_loss_train),
"Generator Loss: {:.4f}".format(g_loss_train))
if steps % 100 == 0:
show_generator_output(sess, 25, input_z, img_channels, data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
alpha = 0.2
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 3
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Shape: (60000, 28, 28, 1)
Learning rate: 0.0002
Tensor("input_real:0", shape=(?, 28, 28, 1), dtype=float32)
Tensor("input_z:0", shape=(?, 100), dtype=float32)
Epoch 1/3... Discriminator Loss: 10.6759... Generator Loss: 0.0000
Epoch 1/3... Discriminator Loss: 0.3850... Generator Loss: 15.9446
Epoch 1/3... Discriminator Loss: 0.5147... Generator Loss: 25.3897
Epoch 1/3... Discriminator Loss: 0.4357... Generator Loss: 2.5811
Epoch 1/3... Discriminator Loss: 0.6435... Generator Loss: 29.5281
Epoch 1/3... Discriminator Loss: 0.3742... Generator Loss: 7.6315
Epoch 1/3... Discriminator Loss: 0.3522... Generator Loss: 17.8856
Epoch 1/3... Discriminator Loss: 0.5481... Generator Loss: 1.9654
Epoch 1/3... Discriminator Loss: 0.3720... Generator Loss: 3.4842
Epoch 1/3... Discriminator Loss: 0.7699... Generator Loss: 1.1998
Epoch 1/3... Discriminator Loss: 0.5224... Generator Loss: 1.8686 Epoch 1/3... Discriminator Loss: 0.3459... Generator Loss: 5.4047 Epoch 1/3... Discriminator Loss: 0.4485... Generator Loss: 2.6083 Epoch 1/3... Discriminator Loss: 0.4588... Generator Loss: 3.0327 Epoch 1/3... Discriminator Loss: 2.6748... Generator Loss: 10.9120 Epoch 1/3... Discriminator Loss: 0.5544... Generator Loss: 2.5647 Epoch 1/3... Discriminator Loss: 1.0995... Generator Loss: 0.8506 Epoch 1/3... Discriminator Loss: 0.7204... Generator Loss: 5.2743 Epoch 1/3... Discriminator Loss: 0.3776... Generator Loss: 3.9920 Epoch 1/3... Discriminator Loss: 0.9429... Generator Loss: 1.0773
Epoch 1/3... Discriminator Loss: 0.5948... Generator Loss: 2.3509 Epoch 1/3... Discriminator Loss: 0.7165... Generator Loss: 1.6678 Epoch 1/3... Discriminator Loss: 1.0319... Generator Loss: 0.8785 Epoch 1/3... Discriminator Loss: 1.2453... Generator Loss: 1.5639 Epoch 1/3... Discriminator Loss: 1.0666... Generator Loss: 0.8732 Epoch 1/3... Discriminator Loss: 1.1580... Generator Loss: 2.0450 Epoch 1/3... Discriminator Loss: 1.5884... Generator Loss: 0.4272 Epoch 1/3... Discriminator Loss: 1.2102... Generator Loss: 2.6429 Epoch 1/3... Discriminator Loss: 1.0838... Generator Loss: 1.0571 Epoch 1/3... Discriminator Loss: 1.1128... Generator Loss: 0.9062
Epoch 1/3... Discriminator Loss: 1.3905... Generator Loss: 0.5787 Epoch 1/3... Discriminator Loss: 1.4338... Generator Loss: 0.7125 Epoch 1/3... Discriminator Loss: 1.2327... Generator Loss: 0.9266 Epoch 1/3... Discriminator Loss: 1.4052... Generator Loss: 0.5118 Epoch 1/3... Discriminator Loss: 1.2747... Generator Loss: 0.6679 Epoch 1/3... Discriminator Loss: 1.3288... Generator Loss: 0.6086 Epoch 1/3... Discriminator Loss: 1.5997... Generator Loss: 0.4353 Epoch 1/3... Discriminator Loss: 1.5618... Generator Loss: 0.4598 Epoch 1/3... Discriminator Loss: 1.2131... Generator Loss: 0.7570 Epoch 1/3... Discriminator Loss: 1.2292... Generator Loss: 2.0198
Epoch 1/3... Discriminator Loss: 1.6250... Generator Loss: 1.4474 Epoch 1/3... Discriminator Loss: 1.1621... Generator Loss: 1.1622 Epoch 1/3... Discriminator Loss: 1.5011... Generator Loss: 1.2671 Epoch 1/3... Discriminator Loss: 1.1474... Generator Loss: 0.9683 Epoch 1/3... Discriminator Loss: 1.2908... Generator Loss: 0.8514 Epoch 1/3... Discriminator Loss: 1.2033... Generator Loss: 0.7248 Epoch 1/3... Discriminator Loss: 1.3642... Generator Loss: 1.0596 Epoch 1/3... Discriminator Loss: 1.0750... Generator Loss: 1.0363 Epoch 1/3... Discriminator Loss: 1.5917... Generator Loss: 0.4092 Epoch 1/3... Discriminator Loss: 1.3607... Generator Loss: 0.6106
Epoch 1/3... Discriminator Loss: 1.1410... Generator Loss: 1.3629 Epoch 1/3... Discriminator Loss: 1.0790... Generator Loss: 1.0599 Epoch 1/3... Discriminator Loss: 1.3014... Generator Loss: 1.3915 Epoch 1/3... Discriminator Loss: 1.1473... Generator Loss: 0.7982 Epoch 1/3... Discriminator Loss: 1.0507... Generator Loss: 0.9577 Epoch 1/3... Discriminator Loss: 1.1317... Generator Loss: 0.9290 Epoch 1/3... Discriminator Loss: 1.0548... Generator Loss: 0.9006 Epoch 1/3... Discriminator Loss: 1.2472... Generator Loss: 0.8714 Epoch 1/3... Discriminator Loss: 1.0646... Generator Loss: 1.1167 Epoch 1/3... Discriminator Loss: 1.0713... Generator Loss: 0.9914
Epoch 1/3... Discriminator Loss: 1.2303... Generator Loss: 0.8020 Epoch 1/3... Discriminator Loss: 1.2048... Generator Loss: 0.6414 Epoch 1/3... Discriminator Loss: 1.0745... Generator Loss: 0.8893 Epoch 1/3... Discriminator Loss: 1.2471... Generator Loss: 0.8446 Epoch 1/3... Discriminator Loss: 1.2796... Generator Loss: 0.6288 Epoch 1/3... Discriminator Loss: 1.2408... Generator Loss: 1.1503 Epoch 1/3... Discriminator Loss: 0.9170... Generator Loss: 1.1327 Epoch 1/3... Discriminator Loss: 0.9173... Generator Loss: 1.5018 Epoch 1/3... Discriminator Loss: 0.8387... Generator Loss: 1.4442 Epoch 1/3... Discriminator Loss: 0.9467... Generator Loss: 0.9882
Epoch 1/3... Discriminator Loss: 0.9649... Generator Loss: 1.1397 Epoch 1/3... Discriminator Loss: 0.9503... Generator Loss: 1.3441 Epoch 1/3... Discriminator Loss: 1.0965... Generator Loss: 0.9799 Epoch 1/3... Discriminator Loss: 1.1110... Generator Loss: 0.8335 Epoch 1/3... Discriminator Loss: 1.1207... Generator Loss: 0.8964 Epoch 1/3... Discriminator Loss: 1.1679... Generator Loss: 0.7057 Epoch 1/3... Discriminator Loss: 1.1336... Generator Loss: 1.1336 Epoch 1/3... Discriminator Loss: 0.9310... Generator Loss: 1.8620 Epoch 1/3... Discriminator Loss: 1.0531... Generator Loss: 1.2455 Epoch 1/3... Discriminator Loss: 1.0853... Generator Loss: 1.5548
Epoch 1/3... Discriminator Loss: 1.2976... Generator Loss: 0.5930 Epoch 1/3... Discriminator Loss: 1.3361... Generator Loss: 0.6169 Epoch 1/3... Discriminator Loss: 1.0241... Generator Loss: 1.0199 Epoch 1/3... Discriminator Loss: 1.5507... Generator Loss: 0.4776 Epoch 1/3... Discriminator Loss: 1.1874... Generator Loss: 0.6560 Epoch 1/3... Discriminator Loss: 1.1874... Generator Loss: 0.8100 Epoch 1/3... Discriminator Loss: 0.9670... Generator Loss: 1.0371 Epoch 1/3... Discriminator Loss: 1.3002... Generator Loss: 0.5240 Epoch 1/3... Discriminator Loss: 1.1526... Generator Loss: 1.0159 Epoch 1/3... Discriminator Loss: 1.0215... Generator Loss: 0.9527
Epoch 1/3... Discriminator Loss: 1.0544... Generator Loss: 1.7359 Epoch 1/3... Discriminator Loss: 1.1430... Generator Loss: 1.2899 Epoch 1/3... Discriminator Loss: 1.2080... Generator Loss: 1.1458 Epoch 2/3... Discriminator Loss: 1.0836... Generator Loss: 0.9371 Epoch 2/3... Discriminator Loss: 1.1306... Generator Loss: 0.8468 Epoch 2/3... Discriminator Loss: 1.2669... Generator Loss: 0.9564 Epoch 2/3... Discriminator Loss: 1.2021... Generator Loss: 1.1877 Epoch 2/3... Discriminator Loss: 1.2509... Generator Loss: 0.9788 Epoch 2/3... Discriminator Loss: 1.2513... Generator Loss: 0.7269 Epoch 2/3... Discriminator Loss: 1.1444... Generator Loss: 1.1469
Epoch 2/3... Discriminator Loss: 1.1367... Generator Loss: 1.2322 Epoch 2/3... Discriminator Loss: 1.1609... Generator Loss: 1.1875 Epoch 2/3... Discriminator Loss: 1.3275... Generator Loss: 1.2989 Epoch 2/3... Discriminator Loss: 1.3126... Generator Loss: 0.7692 Epoch 2/3... Discriminator Loss: 1.4618... Generator Loss: 0.6338 Epoch 2/3... Discriminator Loss: 1.2021... Generator Loss: 0.7360 Epoch 2/3... Discriminator Loss: 1.2602... Generator Loss: 0.8127 Epoch 2/3... Discriminator Loss: 0.9534... Generator Loss: 1.0563 Epoch 2/3... Discriminator Loss: 1.4174... Generator Loss: 0.7115 Epoch 2/3... Discriminator Loss: 1.2921... Generator Loss: 1.0833
Epoch 2/3... Discriminator Loss: 1.2307... Generator Loss: 1.0838 Epoch 2/3... Discriminator Loss: 1.1457... Generator Loss: 0.9186 Epoch 2/3... Discriminator Loss: 1.3872... Generator Loss: 0.9326 Epoch 2/3... Discriminator Loss: 1.5908... Generator Loss: 0.4502 Epoch 2/3... Discriminator Loss: 1.3778... Generator Loss: 0.7028 Epoch 2/3... Discriminator Loss: 1.3867... Generator Loss: 0.7555 Epoch 2/3... Discriminator Loss: 1.4295... Generator Loss: 0.8625 Epoch 2/3... Discriminator Loss: 1.1531... Generator Loss: 0.9427 Epoch 2/3... Discriminator Loss: 1.1394... Generator Loss: 0.8592 Epoch 2/3... Discriminator Loss: 1.3017... Generator Loss: 1.2107
Epoch 2/3... Discriminator Loss: 1.4049... Generator Loss: 0.7292 Epoch 2/3... Discriminator Loss: 1.1482... Generator Loss: 1.2754 Epoch 2/3... Discriminator Loss: 1.2093... Generator Loss: 0.8379 Epoch 2/3... Discriminator Loss: 1.3546... Generator Loss: 0.5423 Epoch 2/3... Discriminator Loss: 1.2586... Generator Loss: 0.7020 Epoch 2/3... Discriminator Loss: 1.0876... Generator Loss: 1.0048 Epoch 2/3... Discriminator Loss: 1.2188... Generator Loss: 0.8430 Epoch 2/3... Discriminator Loss: 1.0460... Generator Loss: 1.0315 Epoch 2/3... Discriminator Loss: 1.1336... Generator Loss: 0.8932 Epoch 2/3... Discriminator Loss: 1.0733... Generator Loss: 0.7942
Epoch 2/3... Discriminator Loss: 1.5059... Generator Loss: 0.5597 Epoch 2/3... Discriminator Loss: 1.2049... Generator Loss: 1.1819 Epoch 2/3... Discriminator Loss: 1.2107... Generator Loss: 0.8585 Epoch 2/3... Discriminator Loss: 1.2697... Generator Loss: 0.9236 Epoch 2/3... Discriminator Loss: 1.1664... Generator Loss: 1.1171 Epoch 2/3... Discriminator Loss: 1.1377... Generator Loss: 1.3016 Epoch 2/3... Discriminator Loss: 1.2238... Generator Loss: 0.9421 Epoch 2/3... Discriminator Loss: 1.1637... Generator Loss: 0.9721 Epoch 2/3... Discriminator Loss: 1.3193... Generator Loss: 0.7673 Epoch 2/3... Discriminator Loss: 1.0425... Generator Loss: 0.8727
Epoch 2/3... Discriminator Loss: 1.1876... Generator Loss: 0.7400 Epoch 2/3... Discriminator Loss: 1.5646... Generator Loss: 1.1558 Epoch 2/3... Discriminator Loss: 1.2720... Generator Loss: 0.6719 Epoch 2/3... Discriminator Loss: 1.5211... Generator Loss: 0.4421 Epoch 2/3... Discriminator Loss: 1.3097... Generator Loss: 1.4596 Epoch 2/3... Discriminator Loss: 1.3244... Generator Loss: 0.6052 Epoch 2/3... Discriminator Loss: 1.1924... Generator Loss: 0.8011 Epoch 2/3... Discriminator Loss: 1.2619... Generator Loss: 1.1359 Epoch 2/3... Discriminator Loss: 1.1621... Generator Loss: 1.1354 Epoch 2/3... Discriminator Loss: 1.0618... Generator Loss: 0.9099
Epoch 2/3... Discriminator Loss: 1.3466... Generator Loss: 1.6618 Epoch 2/3... Discriminator Loss: 1.3808... Generator Loss: 0.7004 Epoch 2/3... Discriminator Loss: 1.2547... Generator Loss: 0.9470 Epoch 2/3... Discriminator Loss: 1.2178... Generator Loss: 0.8238 Epoch 2/3... Discriminator Loss: 1.3330... Generator Loss: 0.7063 Epoch 2/3... Discriminator Loss: 1.2004... Generator Loss: 1.1699 Epoch 2/3... Discriminator Loss: 1.1817... Generator Loss: 0.8312 Epoch 2/3... Discriminator Loss: 1.1768... Generator Loss: 0.7911 Epoch 2/3... Discriminator Loss: 1.3410... Generator Loss: 0.5479 Epoch 2/3... Discriminator Loss: 1.3431... Generator Loss: 0.8490
Epoch 2/3... Discriminator Loss: 1.1986... Generator Loss: 0.9932 Epoch 2/3... Discriminator Loss: 1.2938... Generator Loss: 1.0112 Epoch 2/3... Discriminator Loss: 1.1425... Generator Loss: 1.1580 Epoch 2/3... Discriminator Loss: 1.1282... Generator Loss: 0.9631 Epoch 2/3... Discriminator Loss: 1.2568... Generator Loss: 1.1389 Epoch 2/3... Discriminator Loss: 1.3819... Generator Loss: 0.7894 Epoch 2/3... Discriminator Loss: 1.4069... Generator Loss: 0.6122 Epoch 2/3... Discriminator Loss: 1.4874... Generator Loss: 0.6789 Epoch 2/3... Discriminator Loss: 1.0927... Generator Loss: 0.8657 Epoch 2/3... Discriminator Loss: 1.1598... Generator Loss: 1.1774
Epoch 2/3... Discriminator Loss: 1.1072... Generator Loss: 0.9414 Epoch 2/3... Discriminator Loss: 1.2306... Generator Loss: 0.8190 Epoch 2/3... Discriminator Loss: 1.3056... Generator Loss: 0.9086 Epoch 2/3... Discriminator Loss: 1.5352... Generator Loss: 0.4349 Epoch 2/3... Discriminator Loss: 1.2597... Generator Loss: 0.9926 Epoch 2/3... Discriminator Loss: 1.2220... Generator Loss: 0.9804 Epoch 2/3... Discriminator Loss: 1.1803... Generator Loss: 0.9162 Epoch 2/3... Discriminator Loss: 0.9651... Generator Loss: 1.2470 Epoch 2/3... Discriminator Loss: 1.4567... Generator Loss: 0.6844 Epoch 2/3... Discriminator Loss: 1.4034... Generator Loss: 0.7390
Epoch 2/3... Discriminator Loss: 1.0464... Generator Loss: 0.9417 Epoch 2/3... Discriminator Loss: 1.1888... Generator Loss: 0.8150 Epoch 2/3... Discriminator Loss: 1.0920... Generator Loss: 1.0336 Epoch 2/3... Discriminator Loss: 1.2196... Generator Loss: 1.1442 Epoch 2/3... Discriminator Loss: 1.1369... Generator Loss: 0.9492 Epoch 2/3... Discriminator Loss: 1.2252... Generator Loss: 1.3115 Epoch 2/3... Discriminator Loss: 1.0960... Generator Loss: 0.8115 Epoch 3/3... Discriminator Loss: 1.1701... Generator Loss: 0.8560 Epoch 3/3... Discriminator Loss: 1.2348... Generator Loss: 0.8673 Epoch 3/3... Discriminator Loss: 1.2597... Generator Loss: 0.8442
Epoch 3/3... Discriminator Loss: 1.2647... Generator Loss: 1.1608 Epoch 3/3... Discriminator Loss: 1.2787... Generator Loss: 0.7928 Epoch 3/3... Discriminator Loss: 1.1731... Generator Loss: 0.8481 Epoch 3/3... Discriminator Loss: 1.4016... Generator Loss: 0.7450 Epoch 3/3... Discriminator Loss: 1.2764... Generator Loss: 0.9880 Epoch 3/3... Discriminator Loss: 1.2072... Generator Loss: 0.9683 Epoch 3/3... Discriminator Loss: 1.1336... Generator Loss: 0.8760 Epoch 3/3... Discriminator Loss: 1.3753... Generator Loss: 0.6800 Epoch 3/3... Discriminator Loss: 1.0698... Generator Loss: 1.1274 Epoch 3/3... Discriminator Loss: 1.2001... Generator Loss: 1.4525
Epoch 3/3... Discriminator Loss: 1.2759... Generator Loss: 0.5893 Epoch 3/3... Discriminator Loss: 1.1788... Generator Loss: 0.8628 Epoch 3/3... Discriminator Loss: 1.2691... Generator Loss: 0.6844 Epoch 3/3... Discriminator Loss: 1.4822... Generator Loss: 0.6272 Epoch 3/3... Discriminator Loss: 1.2786... Generator Loss: 1.4431 Epoch 3/3... Discriminator Loss: 1.1620... Generator Loss: 1.0377 Epoch 3/3... Discriminator Loss: 1.1706... Generator Loss: 0.7533 Epoch 3/3... Discriminator Loss: 1.2687... Generator Loss: 0.7580 Epoch 3/3... Discriminator Loss: 1.1474... Generator Loss: 0.8681 Epoch 3/3... Discriminator Loss: 1.1566... Generator Loss: 0.8888
Epoch 3/3... Discriminator Loss: 1.1924... Generator Loss: 0.8679 Epoch 3/3... Discriminator Loss: 1.1755... Generator Loss: 1.1584 Epoch 3/3... Discriminator Loss: 1.3342... Generator Loss: 0.7564 Epoch 3/3... Discriminator Loss: 1.1691... Generator Loss: 1.0792 Epoch 3/3... Discriminator Loss: 1.1545... Generator Loss: 0.7889 Epoch 3/3... Discriminator Loss: 1.2682... Generator Loss: 1.3204 Epoch 3/3... Discriminator Loss: 1.0403... Generator Loss: 0.8945 Epoch 3/3... Discriminator Loss: 1.3456... Generator Loss: 0.9502 Epoch 3/3... Discriminator Loss: 1.0976... Generator Loss: 0.9307 Epoch 3/3... Discriminator Loss: 1.0599... Generator Loss: 1.1042
Epoch 3/3... Discriminator Loss: 1.2939... Generator Loss: 0.6628 Epoch 3/3... Discriminator Loss: 1.2853... Generator Loss: 1.5318 Epoch 3/3... Discriminator Loss: 1.4046... Generator Loss: 0.9895 Epoch 3/3... Discriminator Loss: 1.2234... Generator Loss: 1.0852 Epoch 3/3... Discriminator Loss: 1.2314... Generator Loss: 0.8176 Epoch 3/3... Discriminator Loss: 1.2376... Generator Loss: 0.7050 Epoch 3/3... Discriminator Loss: 1.3341... Generator Loss: 1.1689 Epoch 3/3... Discriminator Loss: 1.5100... Generator Loss: 0.6299 Epoch 3/3... Discriminator Loss: 1.3815... Generator Loss: 0.9873 Epoch 3/3... Discriminator Loss: 1.1704... Generator Loss: 0.8548
Epoch 3/3... Discriminator Loss: 1.2273... Generator Loss: 0.7134 Epoch 3/3... Discriminator Loss: 1.2021... Generator Loss: 0.7496 Epoch 3/3... Discriminator Loss: 1.3279... Generator Loss: 0.6949 Epoch 3/3... Discriminator Loss: 1.2991... Generator Loss: 1.1688 Epoch 3/3... Discriminator Loss: 1.3652... Generator Loss: 0.5557 Epoch 3/3... Discriminator Loss: 1.1288... Generator Loss: 1.1452 Epoch 3/3... Discriminator Loss: 1.4305... Generator Loss: 0.5363 Epoch 3/3... Discriminator Loss: 1.2755... Generator Loss: 0.7340 Epoch 3/3... Discriminator Loss: 1.1604... Generator Loss: 0.8040 Epoch 3/3... Discriminator Loss: 1.1634... Generator Loss: 0.9441
Epoch 3/3... Discriminator Loss: 1.2309... Generator Loss: 0.7981 Epoch 3/3... Discriminator Loss: 1.1209... Generator Loss: 0.8627 Epoch 3/3... Discriminator Loss: 1.2377... Generator Loss: 0.9397 Epoch 3/3... Discriminator Loss: 1.1483... Generator Loss: 0.7587 Epoch 3/3... Discriminator Loss: 1.3243... Generator Loss: 0.9011 Epoch 3/3... Discriminator Loss: 1.3781... Generator Loss: 0.7484 Epoch 3/3... Discriminator Loss: 1.4269... Generator Loss: 0.5614 Epoch 3/3... Discriminator Loss: 1.2489... Generator Loss: 0.8972 Epoch 3/3... Discriminator Loss: 1.1307... Generator Loss: 0.9429 Epoch 3/3... Discriminator Loss: 1.2167... Generator Loss: 1.0086
Epoch 3/3... Discriminator Loss: 1.2785... Generator Loss: 1.0503 Epoch 3/3... Discriminator Loss: 1.3884... Generator Loss: 0.8894 Epoch 3/3... Discriminator Loss: 1.1301... Generator Loss: 0.7664 Epoch 3/3... Discriminator Loss: 1.2203... Generator Loss: 0.7149 Epoch 3/3... Discriminator Loss: 1.3278... Generator Loss: 0.7436 Epoch 3/3... Discriminator Loss: 1.3816... Generator Loss: 0.5470 Epoch 3/3... Discriminator Loss: 1.2219... Generator Loss: 1.0601 Epoch 3/3... Discriminator Loss: 1.3870... Generator Loss: 1.3387 Epoch 3/3... Discriminator Loss: 1.2177... Generator Loss: 0.7772 Epoch 3/3... Discriminator Loss: 1.1036... Generator Loss: 1.2261
Epoch 3/3... Discriminator Loss: 1.3048... Generator Loss: 0.9199 Epoch 3/3... Discriminator Loss: 1.4601... Generator Loss: 0.5108 Epoch 3/3... Discriminator Loss: 1.4701... Generator Loss: 0.6939 Epoch 3/3... Discriminator Loss: 1.1791... Generator Loss: 0.9641 Epoch 3/3... Discriminator Loss: 1.2638... Generator Loss: 0.7209 Epoch 3/3... Discriminator Loss: 1.3314... Generator Loss: 0.8038 Epoch 3/3... Discriminator Loss: 1.1744... Generator Loss: 1.1254 Epoch 3/3... Discriminator Loss: 1.3194... Generator Loss: 0.7636 Epoch 3/3... Discriminator Loss: 1.2008... Generator Loss: 1.0886 Epoch 3/3... Discriminator Loss: 1.1875... Generator Loss: 1.0515
Epoch 3/3... Discriminator Loss: 1.3072... Generator Loss: 0.7493 Epoch 3/3... Discriminator Loss: 1.2760... Generator Loss: 0.9465 Epoch 3/3... Discriminator Loss: 1.4072... Generator Loss: 0.7366 Epoch 3/3... Discriminator Loss: 1.1868... Generator Loss: 0.7655 Epoch 3/3... Discriminator Loss: 1.1533... Generator Loss: 1.0390 Epoch 3/3... Discriminator Loss: 1.4766... Generator Loss: 1.3335 Epoch 3/3... Discriminator Loss: 1.1405... Generator Loss: 0.8693 Epoch 3/3... Discriminator Loss: 1.1997... Generator Loss: 0.9302 Epoch 3/3... Discriminator Loss: 1.2511... Generator Loss: 0.8095 Epoch 3/3... Discriminator Loss: 1.3340... Generator Loss: 0.7966
Epoch 3/3... Discriminator Loss: 1.2465... Generator Loss: 0.6839
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.2
alpha = 0.08
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 8
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Shape: (202599, 28, 28, 3)
Learning rate: 0.0002
Tensor("input_real:0", shape=(?, 28, 28, 3), dtype=float32)
Tensor("input_z:0", shape=(?, 100), dtype=float32)
Epoch 1/8... Discriminator Loss: 2.8972... Generator Loss: 0.0943
Epoch 1/8... Discriminator Loss: 0.3717... Generator Loss: 7.1293
Epoch 1/8... Discriminator Loss: 0.9751... Generator Loss: 0.8520
Epoch 1/8... Discriminator Loss: 0.5528... Generator Loss: 1.8244
Epoch 1/8... Discriminator Loss: 1.2481... Generator Loss: 0.6812
Epoch 1/8... Discriminator Loss: 1.9264... Generator Loss: 0.3464
Epoch 1/8... Discriminator Loss: 4.4561... Generator Loss: 0.0225
Epoch 1/8... Discriminator Loss: 1.4660... Generator Loss: 0.7730
Epoch 1/8... Discriminator Loss: 1.6436... Generator Loss: 0.8946
Epoch 1/8... Discriminator Loss: 1.1863... Generator Loss: 0.6426
Epoch 1/8... Discriminator Loss: 3.9317... Generator Loss: 0.0433 Epoch 1/8... Discriminator Loss: 1.6519... Generator Loss: 0.4812 Epoch 1/8... Discriminator Loss: 1.1996... Generator Loss: 0.6696 Epoch 1/8... Discriminator Loss: 0.8955... Generator Loss: 1.0986 Epoch 1/8... Discriminator Loss: 1.0411... Generator Loss: 2.0508 Epoch 1/8... Discriminator Loss: 0.8639... Generator Loss: 1.3387 Epoch 1/8... Discriminator Loss: 1.2124... Generator Loss: 1.0487 Epoch 1/8... Discriminator Loss: 1.7435... Generator Loss: 0.4459 Epoch 1/8... Discriminator Loss: 2.0444... Generator Loss: 0.2366 Epoch 1/8... Discriminator Loss: 2.0426... Generator Loss: 0.3098
Epoch 1/8... Discriminator Loss: 1.1957... Generator Loss: 0.6893 Epoch 1/8... Discriminator Loss: 0.8082... Generator Loss: 1.1730 Epoch 1/8... Discriminator Loss: 1.1649... Generator Loss: 0.7060 Epoch 1/8... Discriminator Loss: 1.0622... Generator Loss: 0.9095 Epoch 1/8... Discriminator Loss: 0.7906... Generator Loss: 1.2013 Epoch 1/8... Discriminator Loss: 1.7398... Generator Loss: 0.3446 Epoch 1/8... Discriminator Loss: 0.6544... Generator Loss: 1.4862 Epoch 1/8... Discriminator Loss: 0.4062... Generator Loss: 3.7250 Epoch 1/8... Discriminator Loss: 1.2355... Generator Loss: 2.3402 Epoch 1/8... Discriminator Loss: 0.5916... Generator Loss: 2.0761
Epoch 1/8... Discriminator Loss: 1.4884... Generator Loss: 0.4464 Epoch 1/8... Discriminator Loss: 0.8268... Generator Loss: 1.6319 Epoch 1/8... Discriminator Loss: 0.7717... Generator Loss: 1.1933 Epoch 1/8... Discriminator Loss: 0.9675... Generator Loss: 0.9621 Epoch 1/8... Discriminator Loss: 0.9946... Generator Loss: 2.5354 Epoch 1/8... Discriminator Loss: 1.3584... Generator Loss: 0.5345 Epoch 1/8... Discriminator Loss: 0.9798... Generator Loss: 1.0858 Epoch 1/8... Discriminator Loss: 1.6005... Generator Loss: 0.4516 Epoch 1/8... Discriminator Loss: 0.6353... Generator Loss: 2.8181 Epoch 1/8... Discriminator Loss: 0.7098... Generator Loss: 1.4147
Epoch 1/8... Discriminator Loss: 1.3756... Generator Loss: 0.5569 Epoch 1/8... Discriminator Loss: 0.4414... Generator Loss: 3.5374 Epoch 1/8... Discriminator Loss: 0.7417... Generator Loss: 1.4692 Epoch 1/8... Discriminator Loss: 1.7294... Generator Loss: 0.4187 Epoch 1/8... Discriminator Loss: 2.7799... Generator Loss: 0.1166 Epoch 1/8... Discriminator Loss: 1.3268... Generator Loss: 0.5031 Epoch 1/8... Discriminator Loss: 1.0476... Generator Loss: 2.1691 Epoch 1/8... Discriminator Loss: 1.1119... Generator Loss: 0.7700 Epoch 1/8... Discriminator Loss: 1.3601... Generator Loss: 0.5366 Epoch 1/8... Discriminator Loss: 2.4618... Generator Loss: 0.1544
Epoch 1/8... Discriminator Loss: 2.2731... Generator Loss: 0.1977 Epoch 1/8... Discriminator Loss: 2.1222... Generator Loss: 0.2313 Epoch 1/8... Discriminator Loss: 1.0150... Generator Loss: 0.8297 Epoch 1/8... Discriminator Loss: 1.2528... Generator Loss: 0.6126 Epoch 1/8... Discriminator Loss: 1.4400... Generator Loss: 0.4595 Epoch 1/8... Discriminator Loss: 1.0566... Generator Loss: 1.0718 Epoch 1/8... Discriminator Loss: 1.1569... Generator Loss: 0.7016 Epoch 1/8... Discriminator Loss: 1.4454... Generator Loss: 2.5242 Epoch 1/8... Discriminator Loss: 2.2191... Generator Loss: 0.1853 Epoch 1/8... Discriminator Loss: 1.6707... Generator Loss: 0.3414
Epoch 1/8... Discriminator Loss: 1.0159... Generator Loss: 0.9349 Epoch 1/8... Discriminator Loss: 0.8971... Generator Loss: 1.5615 Epoch 1/8... Discriminator Loss: 0.8695... Generator Loss: 1.0526 Epoch 1/8... Discriminator Loss: 1.9380... Generator Loss: 0.2572 Epoch 1/8... Discriminator Loss: 1.1264... Generator Loss: 2.8170 Epoch 1/8... Discriminator Loss: 1.0362... Generator Loss: 0.8936 Epoch 1/8... Discriminator Loss: 1.2471... Generator Loss: 0.5932 Epoch 1/8... Discriminator Loss: 0.9678... Generator Loss: 0.8840 Epoch 1/8... Discriminator Loss: 1.5487... Generator Loss: 0.3674 Epoch 1/8... Discriminator Loss: 2.0427... Generator Loss: 0.2580
Epoch 1/8... Discriminator Loss: 0.6702... Generator Loss: 2.1132 Epoch 1/8... Discriminator Loss: 1.3189... Generator Loss: 0.4913 Epoch 1/8... Discriminator Loss: 1.1075... Generator Loss: 0.7246 Epoch 1/8... Discriminator Loss: 0.8829... Generator Loss: 1.0012 Epoch 1/8... Discriminator Loss: 0.9890... Generator Loss: 0.9639 Epoch 1/8... Discriminator Loss: 1.7359... Generator Loss: 0.3087 Epoch 1/8... Discriminator Loss: 1.0972... Generator Loss: 0.6916 Epoch 1/8... Discriminator Loss: 0.6967... Generator Loss: 1.7754 Epoch 1/8... Discriminator Loss: 0.8191... Generator Loss: 2.0154 Epoch 1/8... Discriminator Loss: 1.5255... Generator Loss: 2.6242
Epoch 1/8... Discriminator Loss: 1.4262... Generator Loss: 0.4607 Epoch 1/8... Discriminator Loss: 1.6904... Generator Loss: 0.3223 Epoch 1/8... Discriminator Loss: 1.3255... Generator Loss: 0.5162 Epoch 1/8... Discriminator Loss: 1.1388... Generator Loss: 0.6553 Epoch 1/8... Discriminator Loss: 1.5674... Generator Loss: 0.3732 Epoch 1/8... Discriminator Loss: 1.7581... Generator Loss: 0.3396 Epoch 1/8... Discriminator Loss: 0.9733... Generator Loss: 0.9915 Epoch 1/8... Discriminator Loss: 1.1078... Generator Loss: 2.3570 Epoch 1/8... Discriminator Loss: 0.9254... Generator Loss: 1.4141 Epoch 1/8... Discriminator Loss: 1.4124... Generator Loss: 0.4416
Epoch 1/8... Discriminator Loss: 1.6507... Generator Loss: 2.7155 Epoch 1/8... Discriminator Loss: 1.6887... Generator Loss: 0.3444 Epoch 1/8... Discriminator Loss: 1.0890... Generator Loss: 0.6891 Epoch 1/8... Discriminator Loss: 0.5776... Generator Loss: 2.0815 Epoch 1/8... Discriminator Loss: 1.4856... Generator Loss: 0.4342 Epoch 1/8... Discriminator Loss: 0.6826... Generator Loss: 2.9883 Epoch 1/8... Discriminator Loss: 1.9443... Generator Loss: 0.2523 Epoch 1/8... Discriminator Loss: 1.3499... Generator Loss: 0.4878 Epoch 1/8... Discriminator Loss: 0.8269... Generator Loss: 1.0786 Epoch 1/8... Discriminator Loss: 0.9972... Generator Loss: 0.9621
Epoch 1/8... Discriminator Loss: 0.7193... Generator Loss: 1.2736 Epoch 1/8... Discriminator Loss: 1.8665... Generator Loss: 0.2752 Epoch 1/8... Discriminator Loss: 1.4863... Generator Loss: 0.4160 Epoch 1/8... Discriminator Loss: 0.7722... Generator Loss: 1.2770 Epoch 1/8... Discriminator Loss: 0.7325... Generator Loss: 3.4685 Epoch 1/8... Discriminator Loss: 1.4019... Generator Loss: 0.4602 Epoch 1/8... Discriminator Loss: 0.7107... Generator Loss: 2.7013 Epoch 1/8... Discriminator Loss: 0.8677... Generator Loss: 1.5438 Epoch 1/8... Discriminator Loss: 1.5937... Generator Loss: 0.4265 Epoch 1/8... Discriminator Loss: 0.9688... Generator Loss: 1.7901
Epoch 1/8... Discriminator Loss: 1.6533... Generator Loss: 0.3527 Epoch 1/8... Discriminator Loss: 1.0651... Generator Loss: 3.4383 Epoch 1/8... Discriminator Loss: 1.0697... Generator Loss: 1.2203 Epoch 1/8... Discriminator Loss: 0.8696... Generator Loss: 1.4688 Epoch 1/8... Discriminator Loss: 1.8693... Generator Loss: 0.2807 Epoch 1/8... Discriminator Loss: 1.2701... Generator Loss: 0.5755 Epoch 1/8... Discriminator Loss: 0.8320... Generator Loss: 1.1848 Epoch 1/8... Discriminator Loss: 0.8819... Generator Loss: 1.7307 Epoch 1/8... Discriminator Loss: 1.8145... Generator Loss: 0.3190 Epoch 1/8... Discriminator Loss: 1.9843... Generator Loss: 0.2542
Epoch 1/8... Discriminator Loss: 1.7362... Generator Loss: 0.3327 Epoch 1/8... Discriminator Loss: 1.4182... Generator Loss: 0.4679 Epoch 1/8... Discriminator Loss: 1.8853... Generator Loss: 0.2746 Epoch 1/8... Discriminator Loss: 0.5958... Generator Loss: 1.9034 Epoch 1/8... Discriminator Loss: 1.3370... Generator Loss: 0.5190 Epoch 1/8... Discriminator Loss: 1.1160... Generator Loss: 0.7039 Epoch 1/8... Discriminator Loss: 1.8732... Generator Loss: 2.7560 Epoch 1/8... Discriminator Loss: 0.8759... Generator Loss: 1.3454 Epoch 1/8... Discriminator Loss: 0.7397... Generator Loss: 1.6814 Epoch 1/8... Discriminator Loss: 0.9409... Generator Loss: 1.2077
Epoch 1/8... Discriminator Loss: 1.3226... Generator Loss: 2.5790 Epoch 1/8... Discriminator Loss: 0.9657... Generator Loss: 0.9359 Epoch 1/8... Discriminator Loss: 1.2938... Generator Loss: 1.8172 Epoch 1/8... Discriminator Loss: 1.6699... Generator Loss: 0.3451 Epoch 1/8... Discriminator Loss: 0.8037... Generator Loss: 2.2590 Epoch 1/8... Discriminator Loss: 1.0292... Generator Loss: 2.4054 Epoch 1/8... Discriminator Loss: 1.4879... Generator Loss: 0.4021 Epoch 1/8... Discriminator Loss: 1.8628... Generator Loss: 0.2807 Epoch 1/8... Discriminator Loss: 1.8655... Generator Loss: 0.2850 Epoch 1/8... Discriminator Loss: 1.8405... Generator Loss: 0.2686
Epoch 1/8... Discriminator Loss: 1.8794... Generator Loss: 0.2888 Epoch 1/8... Discriminator Loss: 1.2098... Generator Loss: 0.6097 Epoch 1/8... Discriminator Loss: 0.9408... Generator Loss: 1.6269 Epoch 1/8... Discriminator Loss: 2.0387... Generator Loss: 0.2453 Epoch 1/8... Discriminator Loss: 1.0797... Generator Loss: 2.1997 Epoch 1/8... Discriminator Loss: 2.1317... Generator Loss: 0.2208 Epoch 1/8... Discriminator Loss: 1.0423... Generator Loss: 2.3441 Epoch 1/8... Discriminator Loss: 1.7397... Generator Loss: 3.5240 Epoch 1/8... Discriminator Loss: 1.8047... Generator Loss: 0.3019 Epoch 1/8... Discriminator Loss: 0.9566... Generator Loss: 1.8560
Epoch 1/8... Discriminator Loss: 1.1909... Generator Loss: 0.6008 Epoch 1/8... Discriminator Loss: 1.0042... Generator Loss: 0.8112 Epoch 1/8... Discriminator Loss: 0.8489... Generator Loss: 1.3092 Epoch 1/8... Discriminator Loss: 0.9988... Generator Loss: 0.8678 Epoch 1/8... Discriminator Loss: 1.0114... Generator Loss: 1.0102 Epoch 1/8... Discriminator Loss: 1.8605... Generator Loss: 0.2753 Epoch 1/8... Discriminator Loss: 1.6107... Generator Loss: 2.4411 Epoch 1/8... Discriminator Loss: 1.8051... Generator Loss: 0.3037 Epoch 1/8... Discriminator Loss: 2.1952... Generator Loss: 0.2141 Epoch 1/8... Discriminator Loss: 1.8794... Generator Loss: 0.2862
Epoch 1/8... Discriminator Loss: 2.0925... Generator Loss: 0.2333 Epoch 1/8... Discriminator Loss: 0.9047... Generator Loss: 1.1598 Epoch 1/8... Discriminator Loss: 0.9021... Generator Loss: 1.2930 Epoch 1/8... Discriminator Loss: 1.2351... Generator Loss: 0.5703 Epoch 1/8... Discriminator Loss: 1.0511... Generator Loss: 1.6100 Epoch 1/8... Discriminator Loss: 0.8565... Generator Loss: 1.4643 Epoch 1/8... Discriminator Loss: 1.3262... Generator Loss: 2.5651 Epoch 1/8... Discriminator Loss: 0.9194... Generator Loss: 1.3258 Epoch 1/8... Discriminator Loss: 1.3349... Generator Loss: 0.4877 Epoch 1/8... Discriminator Loss: 2.0311... Generator Loss: 0.2401
Epoch 1/8... Discriminator Loss: 1.8346... Generator Loss: 0.2853 Epoch 1/8... Discriminator Loss: 1.0296... Generator Loss: 0.8856 Epoch 1/8... Discriminator Loss: 2.4167... Generator Loss: 0.1569 Epoch 1/8... Discriminator Loss: 0.9426... Generator Loss: 2.0205 Epoch 1/8... Discriminator Loss: 0.8121... Generator Loss: 1.3554 Epoch 1/8... Discriminator Loss: 1.2669... Generator Loss: 2.8467 Epoch 1/8... Discriminator Loss: 1.9886... Generator Loss: 0.2544 Epoch 1/8... Discriminator Loss: 1.2407... Generator Loss: 1.9537 Epoch 1/8... Discriminator Loss: 1.3215... Generator Loss: 0.5660 Epoch 1/8... Discriminator Loss: 1.2371... Generator Loss: 0.6148
Epoch 1/8... Discriminator Loss: 2.0990... Generator Loss: 0.2179 Epoch 1/8... Discriminator Loss: 1.1597... Generator Loss: 0.6633 Epoch 1/8... Discriminator Loss: 2.0357... Generator Loss: 0.2278 Epoch 1/8... Discriminator Loss: 1.1973... Generator Loss: 0.6262 Epoch 1/8... Discriminator Loss: 2.5176... Generator Loss: 0.1427 Epoch 1/8... Discriminator Loss: 1.1546... Generator Loss: 0.7060 Epoch 1/8... Discriminator Loss: 1.4680... Generator Loss: 0.4438 Epoch 1/8... Discriminator Loss: 1.0605... Generator Loss: 1.8112 Epoch 1/8... Discriminator Loss: 1.5125... Generator Loss: 0.4042 Epoch 1/8... Discriminator Loss: 1.2927... Generator Loss: 0.5581
Epoch 1/8... Discriminator Loss: 1.0590... Generator Loss: 1.6588 Epoch 1/8... Discriminator Loss: 1.6236... Generator Loss: 0.3591 Epoch 1/8... Discriminator Loss: 1.5844... Generator Loss: 0.3785 Epoch 1/8... Discriminator Loss: 0.8533... Generator Loss: 1.1145 Epoch 1/8... Discriminator Loss: 0.9755... Generator Loss: 1.0445 Epoch 1/8... Discriminator Loss: 0.9689... Generator Loss: 1.1046 Epoch 1/8... Discriminator Loss: 1.7073... Generator Loss: 0.3267 Epoch 1/8... Discriminator Loss: 0.9473... Generator Loss: 1.1689 Epoch 1/8... Discriminator Loss: 1.0471... Generator Loss: 1.0895 Epoch 1/8... Discriminator Loss: 1.3421... Generator Loss: 0.5612
Epoch 1/8... Discriminator Loss: 1.0552... Generator Loss: 1.5450 Epoch 1/8... Discriminator Loss: 1.6954... Generator Loss: 0.3375 Epoch 1/8... Discriminator Loss: 1.1688... Generator Loss: 0.6591 Epoch 1/8... Discriminator Loss: 0.9658... Generator Loss: 2.0552 Epoch 1/8... Discriminator Loss: 0.9720... Generator Loss: 1.1350 Epoch 1/8... Discriminator Loss: 1.7423... Generator Loss: 0.3471 Epoch 1/8... Discriminator Loss: 2.1950... Generator Loss: 0.1884 Epoch 1/8... Discriminator Loss: 2.3720... Generator Loss: 0.1598 Epoch 1/8... Discriminator Loss: 0.9140... Generator Loss: 1.3391 Epoch 1/8... Discriminator Loss: 2.5188... Generator Loss: 0.1309
Epoch 1/8... Discriminator Loss: 1.2961... Generator Loss: 0.5212 Epoch 1/8... Discriminator Loss: 1.9727... Generator Loss: 0.2582 Epoch 1/8... Discriminator Loss: 1.7070... Generator Loss: 0.3447 Epoch 1/8... Discriminator Loss: 1.1108... Generator Loss: 2.0036 Epoch 1/8... Discriminator Loss: 1.2849... Generator Loss: 0.5913 Epoch 1/8... Discriminator Loss: 1.0799... Generator Loss: 0.9681 Epoch 1/8... Discriminator Loss: 0.9902... Generator Loss: 1.4862 Epoch 1/8... Discriminator Loss: 1.1494... Generator Loss: 2.0761 Epoch 1/8... Discriminator Loss: 1.6041... Generator Loss: 0.3630 Epoch 1/8... Discriminator Loss: 1.7746... Generator Loss: 0.3053
Epoch 1/8... Discriminator Loss: 1.1378... Generator Loss: 2.1078 Epoch 1/8... Discriminator Loss: 1.1476... Generator Loss: 0.7024 Epoch 1/8... Discriminator Loss: 1.2209... Generator Loss: 0.6542 Epoch 1/8... Discriminator Loss: 0.9805... Generator Loss: 1.5094 Epoch 1/8... Discriminator Loss: 1.4160... Generator Loss: 0.4444 Epoch 1/8... Discriminator Loss: 1.0791... Generator Loss: 0.9869 Epoch 1/8... Discriminator Loss: 1.8353... Generator Loss: 0.2900 Epoch 1/8... Discriminator Loss: 1.9992... Generator Loss: 0.2525 Epoch 1/8... Discriminator Loss: 1.6800... Generator Loss: 0.3421 Epoch 1/8... Discriminator Loss: 2.3851... Generator Loss: 0.1599
Epoch 1/8... Discriminator Loss: 2.0211... Generator Loss: 0.2429 Epoch 1/8... Discriminator Loss: 1.4497... Generator Loss: 0.4684 Epoch 1/8... Discriminator Loss: 0.9768... Generator Loss: 1.1579 Epoch 1/8... Discriminator Loss: 1.5479... Generator Loss: 0.4218 Epoch 1/8... Discriminator Loss: 1.5982... Generator Loss: 0.3965 Epoch 1/8... Discriminator Loss: 1.1114... Generator Loss: 0.7031 Epoch 1/8... Discriminator Loss: 2.1500... Generator Loss: 0.2077 Epoch 1/8... Discriminator Loss: 1.4464... Generator Loss: 0.4567 Epoch 1/8... Discriminator Loss: 1.7920... Generator Loss: 0.3034 Epoch 1/8... Discriminator Loss: 2.2005... Generator Loss: 0.1978
Epoch 1/8... Discriminator Loss: 1.9364... Generator Loss: 0.2703 Epoch 1/8... Discriminator Loss: 1.7156... Generator Loss: 0.3175 Epoch 1/8... Discriminator Loss: 0.9722... Generator Loss: 1.3953 Epoch 1/8... Discriminator Loss: 1.1139... Generator Loss: 0.7929 Epoch 1/8... Discriminator Loss: 1.7417... Generator Loss: 0.3012 Epoch 1/8... Discriminator Loss: 1.0756... Generator Loss: 1.1495 Epoch 1/8... Discriminator Loss: 1.0875... Generator Loss: 0.9745 Epoch 1/8... Discriminator Loss: 1.6283... Generator Loss: 0.3580 Epoch 1/8... Discriminator Loss: 1.6530... Generator Loss: 0.3503 Epoch 1/8... Discriminator Loss: 1.4804... Generator Loss: 0.4553
Epoch 1/8... Discriminator Loss: 1.2755... Generator Loss: 0.5973 Epoch 1/8... Discriminator Loss: 1.6680... Generator Loss: 0.3389 Epoch 1/8... Discriminator Loss: 1.9129... Generator Loss: 0.2651 Epoch 1/8... Discriminator Loss: 1.5637... Generator Loss: 0.3862 Epoch 1/8... Discriminator Loss: 1.7918... Generator Loss: 0.3065 Epoch 1/8... Discriminator Loss: 1.0529... Generator Loss: 1.0528 Epoch 1/8... Discriminator Loss: 1.2618... Generator Loss: 0.5705 Epoch 1/8... Discriminator Loss: 1.8453... Generator Loss: 0.2888 Epoch 1/8... Discriminator Loss: 1.8282... Generator Loss: 0.3010 Epoch 1/8... Discriminator Loss: 2.1033... Generator Loss: 0.2043
Epoch 1/8... Discriminator Loss: 1.8007... Generator Loss: 0.3075 Epoch 1/8... Discriminator Loss: 0.9383... Generator Loss: 1.2454 Epoch 1/8... Discriminator Loss: 2.4515... Generator Loss: 0.1452 Epoch 1/8... Discriminator Loss: 1.0817... Generator Loss: 1.6867 Epoch 1/8... Discriminator Loss: 1.3128... Generator Loss: 0.5867 Epoch 1/8... Discriminator Loss: 1.9933... Generator Loss: 0.2427 Epoch 1/8... Discriminator Loss: 1.5464... Generator Loss: 0.4092 Epoch 1/8... Discriminator Loss: 1.3501... Generator Loss: 2.0317 Epoch 1/8... Discriminator Loss: 2.4148... Generator Loss: 0.1553 Epoch 1/8... Discriminator Loss: 2.1895... Generator Loss: 0.1903
Epoch 1/8... Discriminator Loss: 1.4225... Generator Loss: 0.5054 Epoch 1/8... Discriminator Loss: 1.1818... Generator Loss: 0.6858 Epoch 1/8... Discriminator Loss: 1.1385... Generator Loss: 1.0279 Epoch 1/8... Discriminator Loss: 1.1956... Generator Loss: 0.7590 Epoch 1/8... Discriminator Loss: 1.0914... Generator Loss: 1.7357 Epoch 1/8... Discriminator Loss: 2.3130... Generator Loss: 0.1884 Epoch 1/8... Discriminator Loss: 1.7088... Generator Loss: 0.3218 Epoch 1/8... Discriminator Loss: 1.5009... Generator Loss: 0.4723 Epoch 1/8... Discriminator Loss: 1.3128... Generator Loss: 0.6544 Epoch 1/8... Discriminator Loss: 1.5261... Generator Loss: 0.4488
Epoch 1/8... Discriminator Loss: 1.3736... Generator Loss: 0.5713 Epoch 1/8... Discriminator Loss: 1.9037... Generator Loss: 0.2854 Epoch 1/8... Discriminator Loss: 1.2035... Generator Loss: 1.0168 Epoch 1/8... Discriminator Loss: 1.1806... Generator Loss: 1.3286 Epoch 1/8... Discriminator Loss: 1.7190... Generator Loss: 0.3175 Epoch 1/8... Discriminator Loss: 1.4646... Generator Loss: 0.4430 Epoch 1/8... Discriminator Loss: 1.1735... Generator Loss: 0.7864 Epoch 1/8... Discriminator Loss: 1.1947... Generator Loss: 0.6984 Epoch 1/8... Discriminator Loss: 1.2966... Generator Loss: 0.5702 Epoch 1/8... Discriminator Loss: 1.1629... Generator Loss: 1.1552
Epoch 1/8... Discriminator Loss: 1.1077... Generator Loss: 0.8621 Epoch 1/8... Discriminator Loss: 1.0357... Generator Loss: 1.4238 Epoch 1/8... Discriminator Loss: 1.6404... Generator Loss: 0.3571 Epoch 1/8... Discriminator Loss: 1.0822... Generator Loss: 1.0600 Epoch 1/8... Discriminator Loss: 1.1075... Generator Loss: 1.1228 Epoch 1/8... Discriminator Loss: 1.2408... Generator Loss: 1.7362 Epoch 1/8... Discriminator Loss: 0.9359... Generator Loss: 1.3909 Epoch 1/8... Discriminator Loss: 1.6859... Generator Loss: 0.3552 Epoch 1/8... Discriminator Loss: 2.0139... Generator Loss: 0.2202 Epoch 1/8... Discriminator Loss: 1.1757... Generator Loss: 0.7270
Epoch 1/8... Discriminator Loss: 2.2966... Generator Loss: 0.1750 Epoch 1/8... Discriminator Loss: 1.7630... Generator Loss: 0.3137 Epoch 1/8... Discriminator Loss: 2.0266... Generator Loss: 0.2377 Epoch 1/8... Discriminator Loss: 1.8341... Generator Loss: 0.2900 Epoch 1/8... Discriminator Loss: 1.5135... Generator Loss: 0.4524 Epoch 1/8... Discriminator Loss: 1.4427... Generator Loss: 1.8291 Epoch 1/8... Discriminator Loss: 1.1911... Generator Loss: 1.7729 Epoch 1/8... Discriminator Loss: 1.5475... Generator Loss: 0.3771 Epoch 1/8... Discriminator Loss: 1.1052... Generator Loss: 1.2125 Epoch 1/8... Discriminator Loss: 1.1768... Generator Loss: 0.8088
Epoch 1/8... Discriminator Loss: 1.1172... Generator Loss: 1.0005 Epoch 1/8... Discriminator Loss: 1.3345... Generator Loss: 2.1737 Epoch 1/8... Discriminator Loss: 1.1891... Generator Loss: 0.7527 Epoch 1/8... Discriminator Loss: 1.6321... Generator Loss: 0.3611 Epoch 1/8... Discriminator Loss: 1.0608... Generator Loss: 0.8886 Epoch 1/8... Discriminator Loss: 1.1933... Generator Loss: 0.9752 Epoch 2/8... Discriminator Loss: 1.1447... Generator Loss: 1.0245 Epoch 2/8... Discriminator Loss: 1.7573... Generator Loss: 0.3121 Epoch 2/8... Discriminator Loss: 1.9110... Generator Loss: 0.2482 Epoch 2/8... Discriminator Loss: 1.4658... Generator Loss: 0.4422
Epoch 2/8... Discriminator Loss: 1.8463... Generator Loss: 0.2983 Epoch 2/8... Discriminator Loss: 1.8087... Generator Loss: 0.2892 Epoch 2/8... Discriminator Loss: 1.2769... Generator Loss: 0.8364 Epoch 2/8... Discriminator Loss: 1.2375... Generator Loss: 0.6419 Epoch 2/8... Discriminator Loss: 2.1739... Generator Loss: 0.1935 Epoch 2/8... Discriminator Loss: 1.6564... Generator Loss: 0.3585 Epoch 2/8... Discriminator Loss: 2.2386... Generator Loss: 0.1841 Epoch 2/8... Discriminator Loss: 1.4966... Generator Loss: 0.4618 Epoch 2/8... Discriminator Loss: 2.0322... Generator Loss: 0.2460 Epoch 2/8... Discriminator Loss: 1.7998... Generator Loss: 0.2820
Epoch 2/8... Discriminator Loss: 1.6134... Generator Loss: 0.3542 Epoch 2/8... Discriminator Loss: 1.5841... Generator Loss: 0.3799 Epoch 2/8... Discriminator Loss: 1.5185... Generator Loss: 0.4013 Epoch 2/8... Discriminator Loss: 1.4805... Generator Loss: 0.3994 Epoch 2/8... Discriminator Loss: 1.1846... Generator Loss: 0.6513 Epoch 2/8... Discriminator Loss: 1.0982... Generator Loss: 1.2341 Epoch 2/8... Discriminator Loss: 1.5278... Generator Loss: 0.4138 Epoch 2/8... Discriminator Loss: 1.8254... Generator Loss: 0.2933 Epoch 2/8... Discriminator Loss: 1.2689... Generator Loss: 0.6908 Epoch 2/8... Discriminator Loss: 1.1561... Generator Loss: 0.7505
Epoch 2/8... Discriminator Loss: 1.1092... Generator Loss: 1.0932 Epoch 2/8... Discriminator Loss: 1.2152... Generator Loss: 0.6258 Epoch 2/8... Discriminator Loss: 1.0918... Generator Loss: 1.1687 Epoch 2/8... Discriminator Loss: 1.1348... Generator Loss: 1.0333 Epoch 2/8... Discriminator Loss: 2.0074... Generator Loss: 0.2196 Epoch 2/8... Discriminator Loss: 1.0203... Generator Loss: 1.2495 Epoch 2/8... Discriminator Loss: 1.0839... Generator Loss: 0.8678 Epoch 2/8... Discriminator Loss: 1.4069... Generator Loss: 0.5053 Epoch 2/8... Discriminator Loss: 1.1217... Generator Loss: 0.7699 Epoch 2/8... Discriminator Loss: 2.4177... Generator Loss: 0.1535
Epoch 2/8... Discriminator Loss: 1.2012... Generator Loss: 0.8019 Epoch 2/8... Discriminator Loss: 1.1364... Generator Loss: 0.7948 Epoch 2/8... Discriminator Loss: 1.5540... Generator Loss: 0.3813 Epoch 2/8... Discriminator Loss: 1.2727... Generator Loss: 1.3994 Epoch 2/8... Discriminator Loss: 1.0359... Generator Loss: 0.9894 Epoch 2/8... Discriminator Loss: 1.4068... Generator Loss: 0.5539 Epoch 2/8... Discriminator Loss: 2.0486... Generator Loss: 0.2304 Epoch 2/8... Discriminator Loss: 1.6583... Generator Loss: 0.3361 Epoch 2/8... Discriminator Loss: 1.2439... Generator Loss: 0.8121 Epoch 2/8... Discriminator Loss: 1.7365... Generator Loss: 0.2995
Epoch 2/8... Discriminator Loss: 1.8685... Generator Loss: 0.2645 Epoch 2/8... Discriminator Loss: 2.0636... Generator Loss: 0.2266 Epoch 2/8... Discriminator Loss: 1.7730... Generator Loss: 0.3190 Epoch 2/8... Discriminator Loss: 1.4760... Generator Loss: 0.4307 Epoch 2/8... Discriminator Loss: 1.0728... Generator Loss: 1.4275 Epoch 2/8... Discriminator Loss: 1.9776... Generator Loss: 0.2479 Epoch 2/8... Discriminator Loss: 1.8440... Generator Loss: 0.2919 Epoch 2/8... Discriminator Loss: 1.3661... Generator Loss: 0.5338 Epoch 2/8... Discriminator Loss: 1.1833... Generator Loss: 1.0648 Epoch 2/8... Discriminator Loss: 1.9820... Generator Loss: 0.2346
Epoch 2/8... Discriminator Loss: 1.5144... Generator Loss: 0.4023 Epoch 2/8... Discriminator Loss: 1.0724... Generator Loss: 0.7341 Epoch 2/8... Discriminator Loss: 1.4579... Generator Loss: 0.4359 Epoch 2/8... Discriminator Loss: 1.7619... Generator Loss: 0.2942 Epoch 2/8... Discriminator Loss: 1.2511... Generator Loss: 1.8947 Epoch 2/8... Discriminator Loss: 1.1585... Generator Loss: 1.0988 Epoch 2/8... Discriminator Loss: 1.2175... Generator Loss: 1.1590 Epoch 2/8... Discriminator Loss: 1.3022... Generator Loss: 0.7968 Epoch 2/8... Discriminator Loss: 1.3860... Generator Loss: 0.5399 Epoch 2/8... Discriminator Loss: 0.9776... Generator Loss: 1.4305
Epoch 2/8... Discriminator Loss: 1.4804... Generator Loss: 0.4366 Epoch 2/8... Discriminator Loss: 1.6316... Generator Loss: 0.3715 Epoch 2/8... Discriminator Loss: 1.2205... Generator Loss: 0.9964 Epoch 2/8... Discriminator Loss: 1.1974... Generator Loss: 1.1593 Epoch 2/8... Discriminator Loss: 1.3491... Generator Loss: 0.5941 Epoch 2/8... Discriminator Loss: 1.1834... Generator Loss: 1.1053 Epoch 2/8... Discriminator Loss: 1.1187... Generator Loss: 0.8459 Epoch 2/8... Discriminator Loss: 1.8008... Generator Loss: 0.2900 Epoch 2/8... Discriminator Loss: 1.2315... Generator Loss: 1.4115 Epoch 2/8... Discriminator Loss: 1.3753... Generator Loss: 0.5095
Epoch 2/8... Discriminator Loss: 1.5669... Generator Loss: 0.4320 Epoch 2/8... Discriminator Loss: 1.3864... Generator Loss: 0.5595 Epoch 2/8... Discriminator Loss: 1.4229... Generator Loss: 0.4714 Epoch 2/8... Discriminator Loss: 1.1086... Generator Loss: 1.3573 Epoch 2/8... Discriminator Loss: 1.4846... Generator Loss: 0.4429 Epoch 2/8... Discriminator Loss: 1.8223... Generator Loss: 0.2858 Epoch 2/8... Discriminator Loss: 1.3865... Generator Loss: 0.5294 Epoch 2/8... Discriminator Loss: 1.1604... Generator Loss: 1.5187 Epoch 2/8... Discriminator Loss: 1.1361... Generator Loss: 0.8466 Epoch 2/8... Discriminator Loss: 1.2643... Generator Loss: 0.6048
Epoch 2/8... Discriminator Loss: 1.4007... Generator Loss: 0.5012 Epoch 2/8... Discriminator Loss: 1.5252... Generator Loss: 0.4296 Epoch 2/8... Discriminator Loss: 1.9207... Generator Loss: 0.2605 Epoch 2/8... Discriminator Loss: 1.2878... Generator Loss: 0.5203 Epoch 2/8... Discriminator Loss: 1.6460... Generator Loss: 0.3529 Epoch 2/8... Discriminator Loss: 1.2252... Generator Loss: 0.9941 Epoch 2/8... Discriminator Loss: 1.4999... Generator Loss: 0.4193 Epoch 2/8... Discriminator Loss: 1.7944... Generator Loss: 0.2904 Epoch 2/8... Discriminator Loss: 1.2459... Generator Loss: 0.6258 Epoch 2/8... Discriminator Loss: 1.2861... Generator Loss: 1.4092
Epoch 2/8... Discriminator Loss: 1.5877... Generator Loss: 0.3619 Epoch 2/8... Discriminator Loss: 1.8185... Generator Loss: 0.2959 Epoch 2/8... Discriminator Loss: 1.6262... Generator Loss: 0.4008 Epoch 2/8... Discriminator Loss: 1.7251... Generator Loss: 0.3157 Epoch 2/8... Discriminator Loss: 1.3079... Generator Loss: 0.5636 Epoch 2/8... Discriminator Loss: 1.1888... Generator Loss: 0.6723 Epoch 2/8... Discriminator Loss: 2.1838... Generator Loss: 0.1891 Epoch 2/8... Discriminator Loss: 1.4325... Generator Loss: 0.4890 Epoch 2/8... Discriminator Loss: 1.5634... Generator Loss: 0.4047 Epoch 2/8... Discriminator Loss: 1.8902... Generator Loss: 0.2598
Epoch 2/8... Discriminator Loss: 1.2168... Generator Loss: 0.8005 Epoch 2/8... Discriminator Loss: 1.2617... Generator Loss: 1.3343 Epoch 2/8... Discriminator Loss: 1.2365... Generator Loss: 0.9406 Epoch 2/8... Discriminator Loss: 1.5343... Generator Loss: 0.4105 Epoch 2/8... Discriminator Loss: 1.3418... Generator Loss: 0.5102 Epoch 2/8... Discriminator Loss: 1.6681... Generator Loss: 0.3485 Epoch 2/8... Discriminator Loss: 1.6973... Generator Loss: 0.3765 Epoch 2/8... Discriminator Loss: 1.5851... Generator Loss: 0.4178 Epoch 2/8... Discriminator Loss: 2.1113... Generator Loss: 0.2057 Epoch 2/8... Discriminator Loss: 1.2482... Generator Loss: 0.6577
Epoch 2/8... Discriminator Loss: 1.2904... Generator Loss: 1.9793 Epoch 2/8... Discriminator Loss: 1.2880... Generator Loss: 0.6458 Epoch 2/8... Discriminator Loss: 1.5198... Generator Loss: 0.4020 Epoch 2/8... Discriminator Loss: 1.5207... Generator Loss: 0.4078 Epoch 2/8... Discriminator Loss: 1.7912... Generator Loss: 0.2989 Epoch 2/8... Discriminator Loss: 1.1225... Generator Loss: 1.0664 Epoch 2/8... Discriminator Loss: 1.2863... Generator Loss: 0.6340 Epoch 2/8... Discriminator Loss: 1.4832... Generator Loss: 0.4385 Epoch 2/8... Discriminator Loss: 1.1150... Generator Loss: 0.7606 Epoch 2/8... Discriminator Loss: 1.2396... Generator Loss: 0.6443
Epoch 2/8... Discriminator Loss: 1.8287... Generator Loss: 0.2950 Epoch 2/8... Discriminator Loss: 1.3956... Generator Loss: 0.5532 Epoch 2/8... Discriminator Loss: 1.3054... Generator Loss: 0.5978 Epoch 2/8... Discriminator Loss: 1.3686... Generator Loss: 1.3610 Epoch 2/8... Discriminator Loss: 1.3053... Generator Loss: 1.3611 Epoch 2/8... Discriminator Loss: 1.2284... Generator Loss: 0.8319 Epoch 2/8... Discriminator Loss: 1.0876... Generator Loss: 1.1648 Epoch 2/8... Discriminator Loss: 1.2007... Generator Loss: 0.9265 Epoch 2/8... Discriminator Loss: 1.1696... Generator Loss: 0.7758 Epoch 2/8... Discriminator Loss: 1.5676... Generator Loss: 0.3807
Epoch 2/8... Discriminator Loss: 1.1624... Generator Loss: 0.9670 Epoch 2/8... Discriminator Loss: 1.8468... Generator Loss: 0.2687 Epoch 2/8... Discriminator Loss: 2.2129... Generator Loss: 0.1956 Epoch 2/8... Discriminator Loss: 1.6290... Generator Loss: 0.3549 Epoch 2/8... Discriminator Loss: 1.0865... Generator Loss: 0.8529 Epoch 2/8... Discriminator Loss: 1.1714... Generator Loss: 1.2773 Epoch 2/8... Discriminator Loss: 1.2647... Generator Loss: 0.6057 Epoch 2/8... Discriminator Loss: 1.3995... Generator Loss: 0.5332 Epoch 2/8... Discriminator Loss: 1.6828... Generator Loss: 0.3276 Epoch 2/8... Discriminator Loss: 1.7782... Generator Loss: 0.2911
Epoch 2/8... Discriminator Loss: 1.1284... Generator Loss: 1.1933 Epoch 2/8... Discriminator Loss: 1.1862... Generator Loss: 0.8469 Epoch 2/8... Discriminator Loss: 1.3422... Generator Loss: 0.5435 Epoch 2/8... Discriminator Loss: 1.1414... Generator Loss: 0.8863 Epoch 2/8... Discriminator Loss: 1.8422... Generator Loss: 0.2854 Epoch 2/8... Discriminator Loss: 1.0694... Generator Loss: 1.0409 Epoch 2/8... Discriminator Loss: 1.3820... Generator Loss: 0.6275 Epoch 2/8... Discriminator Loss: 1.4538... Generator Loss: 0.5586 Epoch 2/8... Discriminator Loss: 1.2963... Generator Loss: 0.6103 Epoch 2/8... Discriminator Loss: 1.6379... Generator Loss: 0.3480
Epoch 2/8... Discriminator Loss: 1.5190... Generator Loss: 0.4266 Epoch 2/8... Discriminator Loss: 1.7655... Generator Loss: 0.2904 Epoch 2/8... Discriminator Loss: 1.1690... Generator Loss: 1.1758 Epoch 2/8... Discriminator Loss: 1.6398... Generator Loss: 0.3528 Epoch 2/8... Discriminator Loss: 1.3826... Generator Loss: 0.5631 Epoch 2/8... Discriminator Loss: 1.3311... Generator Loss: 0.6118 Epoch 2/8... Discriminator Loss: 1.3029... Generator Loss: 0.5918 Epoch 2/8... Discriminator Loss: 1.7748... Generator Loss: 0.3306 Epoch 2/8... Discriminator Loss: 1.7354... Generator Loss: 0.3259 Epoch 2/8... Discriminator Loss: 1.6871... Generator Loss: 0.3460
Epoch 2/8... Discriminator Loss: 1.5250... Generator Loss: 0.3921 Epoch 2/8... Discriminator Loss: 1.9718... Generator Loss: 0.2696 Epoch 2/8... Discriminator Loss: 1.9196... Generator Loss: 0.2901 Epoch 2/8... Discriminator Loss: 1.4128... Generator Loss: 0.4968 Epoch 2/8... Discriminator Loss: 1.2119... Generator Loss: 1.0128 Epoch 2/8... Discriminator Loss: 1.2505... Generator Loss: 0.8089 Epoch 2/8... Discriminator Loss: 1.0982... Generator Loss: 1.1320 Epoch 2/8... Discriminator Loss: 1.5828... Generator Loss: 0.3716 Epoch 2/8... Discriminator Loss: 1.7766... Generator Loss: 0.2984 Epoch 2/8... Discriminator Loss: 1.5496... Generator Loss: 0.4265
Epoch 2/8... Discriminator Loss: 1.2181... Generator Loss: 0.8207 Epoch 2/8... Discriminator Loss: 1.0667... Generator Loss: 1.0919 Epoch 2/8... Discriminator Loss: 1.4701... Generator Loss: 0.4494 Epoch 2/8... Discriminator Loss: 1.3885... Generator Loss: 0.4948 Epoch 2/8... Discriminator Loss: 1.4258... Generator Loss: 0.4818 Epoch 2/8... Discriminator Loss: 1.5508... Generator Loss: 0.4123 Epoch 2/8... Discriminator Loss: 1.1714... Generator Loss: 0.8544 Epoch 2/8... Discriminator Loss: 1.2325... Generator Loss: 0.6525 Epoch 2/8... Discriminator Loss: 1.4029... Generator Loss: 0.5484 Epoch 2/8... Discriminator Loss: 1.6350... Generator Loss: 0.3710
Epoch 2/8... Discriminator Loss: 1.6078... Generator Loss: 0.3725 Epoch 2/8... Discriminator Loss: 1.2580... Generator Loss: 0.8906 Epoch 2/8... Discriminator Loss: 1.5819... Generator Loss: 0.3642 Epoch 2/8... Discriminator Loss: 1.1613... Generator Loss: 0.7311 Epoch 2/8... Discriminator Loss: 1.1617... Generator Loss: 0.7097 Epoch 2/8... Discriminator Loss: 1.4309... Generator Loss: 0.4793 Epoch 2/8... Discriminator Loss: 1.7707... Generator Loss: 0.3216 Epoch 2/8... Discriminator Loss: 1.4458... Generator Loss: 0.4514 Epoch 2/8... Discriminator Loss: 1.5689... Generator Loss: 0.3786 Epoch 2/8... Discriminator Loss: 1.8558... Generator Loss: 0.2860
Epoch 2/8... Discriminator Loss: 1.1939... Generator Loss: 0.9180 Epoch 2/8... Discriminator Loss: 1.2667... Generator Loss: 0.7752 Epoch 2/8... Discriminator Loss: 1.2740... Generator Loss: 0.6655 Epoch 2/8... Discriminator Loss: 1.1303... Generator Loss: 0.9201 Epoch 2/8... Discriminator Loss: 1.5323... Generator Loss: 0.4677 Epoch 2/8... Discriminator Loss: 1.4321... Generator Loss: 0.4543 Epoch 2/8... Discriminator Loss: 1.6501... Generator Loss: 0.3409 Epoch 2/8... Discriminator Loss: 1.5104... Generator Loss: 0.4121 Epoch 2/8... Discriminator Loss: 1.7680... Generator Loss: 0.3200 Epoch 2/8... Discriminator Loss: 1.6878... Generator Loss: 0.3397
Epoch 2/8... Discriminator Loss: 1.5647... Generator Loss: 0.4399 Epoch 2/8... Discriminator Loss: 1.1822... Generator Loss: 0.8681 Epoch 2/8... Discriminator Loss: 1.3525... Generator Loss: 0.5971 Epoch 2/8... Discriminator Loss: 1.2106... Generator Loss: 1.0094 Epoch 2/8... Discriminator Loss: 1.9381... Generator Loss: 0.2539 Epoch 2/8... Discriminator Loss: 2.0188... Generator Loss: 0.2230 Epoch 2/8... Discriminator Loss: 1.1858... Generator Loss: 1.1314 Epoch 2/8... Discriminator Loss: 1.2337... Generator Loss: 1.3930 Epoch 2/8... Discriminator Loss: 1.1584... Generator Loss: 0.9622 Epoch 2/8... Discriminator Loss: 1.5119... Generator Loss: 0.4467
Epoch 2/8... Discriminator Loss: 1.5819... Generator Loss: 2.0969 Epoch 2/8... Discriminator Loss: 1.6019... Generator Loss: 0.4143 Epoch 2/8... Discriminator Loss: 1.7139... Generator Loss: 0.3347 Epoch 2/8... Discriminator Loss: 1.2515... Generator Loss: 1.3128 Epoch 2/8... Discriminator Loss: 1.8503... Generator Loss: 0.2729 Epoch 2/8... Discriminator Loss: 1.8202... Generator Loss: 0.2690 Epoch 2/8... Discriminator Loss: 1.5236... Generator Loss: 0.4243 Epoch 2/8... Discriminator Loss: 1.2885... Generator Loss: 0.5669 Epoch 2/8... Discriminator Loss: 1.4934... Generator Loss: 0.4124 Epoch 2/8... Discriminator Loss: 1.9307... Generator Loss: 0.2571
Epoch 2/8... Discriminator Loss: 2.2654... Generator Loss: 0.1763 Epoch 2/8... Discriminator Loss: 1.6105... Generator Loss: 0.3691 Epoch 2/8... Discriminator Loss: 1.2172... Generator Loss: 1.0079 Epoch 2/8... Discriminator Loss: 1.1118... Generator Loss: 0.9427 Epoch 2/8... Discriminator Loss: 1.2150... Generator Loss: 0.7014 Epoch 2/8... Discriminator Loss: 1.1684... Generator Loss: 0.7955 Epoch 2/8... Discriminator Loss: 1.5432... Generator Loss: 0.4191 Epoch 2/8... Discriminator Loss: 1.5046... Generator Loss: 0.4196 Epoch 2/8... Discriminator Loss: 1.8933... Generator Loss: 0.2770 Epoch 2/8... Discriminator Loss: 1.1509... Generator Loss: 1.0545
Epoch 2/8... Discriminator Loss: 1.5855... Generator Loss: 0.4097 Epoch 2/8... Discriminator Loss: 1.5992... Generator Loss: 0.3780 Epoch 2/8... Discriminator Loss: 1.5276... Generator Loss: 0.3965 Epoch 2/8... Discriminator Loss: 1.2788... Generator Loss: 1.2891 Epoch 2/8... Discriminator Loss: 1.4793... Generator Loss: 0.4502 Epoch 2/8... Discriminator Loss: 1.2344... Generator Loss: 0.7209 Epoch 2/8... Discriminator Loss: 1.3400... Generator Loss: 1.6186 Epoch 2/8... Discriminator Loss: 1.3613... Generator Loss: 0.6077 Epoch 2/8... Discriminator Loss: 1.6828... Generator Loss: 0.3709 Epoch 2/8... Discriminator Loss: 1.5276... Generator Loss: 0.4353
Epoch 2/8... Discriminator Loss: 1.8413... Generator Loss: 0.2994 Epoch 2/8... Discriminator Loss: 1.5540... Generator Loss: 0.4098 Epoch 2/8... Discriminator Loss: 1.4785... Generator Loss: 0.4649 Epoch 2/8... Discriminator Loss: 1.4998... Generator Loss: 0.4483 Epoch 2/8... Discriminator Loss: 1.6130... Generator Loss: 0.3624 Epoch 2/8... Discriminator Loss: 1.6234... Generator Loss: 0.3573 Epoch 2/8... Discriminator Loss: 1.0992... Generator Loss: 1.1335 Epoch 2/8... Discriminator Loss: 1.2220... Generator Loss: 1.0716 Epoch 2/8... Discriminator Loss: 1.6432... Generator Loss: 0.3450 Epoch 2/8... Discriminator Loss: 1.4758... Generator Loss: 0.4682
Epoch 2/8... Discriminator Loss: 1.1344... Generator Loss: 0.8505 Epoch 2/8... Discriminator Loss: 1.3348... Generator Loss: 0.6832 Epoch 2/8... Discriminator Loss: 1.4840... Generator Loss: 0.4789 Epoch 2/8... Discriminator Loss: 1.6934... Generator Loss: 0.3373 Epoch 2/8... Discriminator Loss: 1.2823... Generator Loss: 1.1700 Epoch 2/8... Discriminator Loss: 1.2838... Generator Loss: 0.5938 Epoch 2/8... Discriminator Loss: 1.2701... Generator Loss: 0.7906 Epoch 2/8... Discriminator Loss: 1.1685... Generator Loss: 1.3818 Epoch 2/8... Discriminator Loss: 1.6986... Generator Loss: 0.3323 Epoch 2/8... Discriminator Loss: 1.4851... Generator Loss: 0.4477
Epoch 2/8... Discriminator Loss: 1.7529... Generator Loss: 0.3003 Epoch 2/8... Discriminator Loss: 1.5017... Generator Loss: 0.4664 Epoch 2/8... Discriminator Loss: 1.7253... Generator Loss: 0.3088 Epoch 2/8... Discriminator Loss: 1.1398... Generator Loss: 1.1612 Epoch 2/8... Discriminator Loss: 1.4615... Generator Loss: 0.4708 Epoch 2/8... Discriminator Loss: 1.4556... Generator Loss: 0.4371 Epoch 2/8... Discriminator Loss: 1.3331... Generator Loss: 0.6096 Epoch 2/8... Discriminator Loss: 1.2950... Generator Loss: 0.7747 Epoch 2/8... Discriminator Loss: 1.3149... Generator Loss: 0.5836 Epoch 2/8... Discriminator Loss: 1.3130... Generator Loss: 0.6007
Epoch 2/8... Discriminator Loss: 1.3113... Generator Loss: 0.7543 Epoch 2/8... Discriminator Loss: 1.4488... Generator Loss: 0.4954 Epoch 2/8... Discriminator Loss: 1.2521... Generator Loss: 0.7164 Epoch 2/8... Discriminator Loss: 1.1874... Generator Loss: 0.8609 Epoch 2/8... Discriminator Loss: 1.2126... Generator Loss: 0.9511 Epoch 2/8... Discriminator Loss: 1.2709... Generator Loss: 0.6332 Epoch 2/8... Discriminator Loss: 1.2696... Generator Loss: 1.1789 Epoch 2/8... Discriminator Loss: 1.2911... Generator Loss: 0.7761 Epoch 2/8... Discriminator Loss: 1.4140... Generator Loss: 0.6643 Epoch 2/8... Discriminator Loss: 1.2308... Generator Loss: 0.9818
Epoch 2/8... Discriminator Loss: 1.3431... Generator Loss: 1.6346 Epoch 2/8... Discriminator Loss: 1.2078... Generator Loss: 0.8630 Epoch 2/8... Discriminator Loss: 1.3679... Generator Loss: 0.5214 Epoch 2/8... Discriminator Loss: 1.7107... Generator Loss: 0.3395 Epoch 2/8... Discriminator Loss: 1.3274... Generator Loss: 0.6327 Epoch 2/8... Discriminator Loss: 1.4035... Generator Loss: 0.6186 Epoch 2/8... Discriminator Loss: 1.2685... Generator Loss: 0.6315 Epoch 2/8... Discriminator Loss: 1.3149... Generator Loss: 0.8165 Epoch 2/8... Discriminator Loss: 1.1757... Generator Loss: 0.9729 Epoch 2/8... Discriminator Loss: 1.5566... Generator Loss: 0.3932
Epoch 2/8... Discriminator Loss: 1.3853... Generator Loss: 0.5928 Epoch 2/8... Discriminator Loss: 1.5080... Generator Loss: 0.4428 Epoch 2/8... Discriminator Loss: 1.4176... Generator Loss: 0.4677 Epoch 2/8... Discriminator Loss: 1.4758... Generator Loss: 0.4531 Epoch 2/8... Discriminator Loss: 1.2274... Generator Loss: 0.9804 Epoch 2/8... Discriminator Loss: 1.3223... Generator Loss: 0.6000 Epoch 2/8... Discriminator Loss: 1.5093... Generator Loss: 0.4223 Epoch 2/8... Discriminator Loss: 1.2127... Generator Loss: 0.9002 Epoch 2/8... Discriminator Loss: 1.1152... Generator Loss: 1.0324 Epoch 2/8... Discriminator Loss: 1.1789... Generator Loss: 1.1970
Epoch 2/8... Discriminator Loss: 1.6820... Generator Loss: 0.3401 Epoch 2/8... Discriminator Loss: 1.2779... Generator Loss: 0.6407 Epoch 2/8... Discriminator Loss: 1.2193... Generator Loss: 0.7353 Epoch 2/8... Discriminator Loss: 1.1436... Generator Loss: 1.0894 Epoch 2/8... Discriminator Loss: 1.4710... Generator Loss: 0.4127 Epoch 2/8... Discriminator Loss: 1.5921... Generator Loss: 0.3865 Epoch 2/8... Discriminator Loss: 1.2911... Generator Loss: 0.7420 Epoch 2/8... Discriminator Loss: 1.3767... Generator Loss: 0.5219 Epoch 2/8... Discriminator Loss: 1.3258... Generator Loss: 0.7927 Epoch 2/8... Discriminator Loss: 1.6803... Generator Loss: 0.3362
Epoch 2/8... Discriminator Loss: 1.5881... Generator Loss: 0.3951 Epoch 2/8... Discriminator Loss: 1.2330... Generator Loss: 0.9917 Epoch 2/8... Discriminator Loss: 1.5702... Generator Loss: 1.8260 Epoch 3/8... Discriminator Loss: 1.4918... Generator Loss: 0.4279 Epoch 3/8... Discriminator Loss: 1.4576... Generator Loss: 0.4579 Epoch 3/8... Discriminator Loss: 1.2169... Generator Loss: 0.8263 Epoch 3/8... Discriminator Loss: 1.6444... Generator Loss: 0.3490 Epoch 3/8... Discriminator Loss: 1.3021... Generator Loss: 0.9797 Epoch 3/8... Discriminator Loss: 1.5022... Generator Loss: 0.5439 Epoch 3/8... Discriminator Loss: 1.4223... Generator Loss: 0.6219
Epoch 3/8... Discriminator Loss: 1.1491... Generator Loss: 1.0693 Epoch 3/8... Discriminator Loss: 1.5266... Generator Loss: 0.5077 Epoch 3/8... Discriminator Loss: 1.7011... Generator Loss: 0.3148 Epoch 3/8... Discriminator Loss: 1.2373... Generator Loss: 1.0966 Epoch 3/8... Discriminator Loss: 1.1948... Generator Loss: 0.8780 Epoch 3/8... Discriminator Loss: 1.3312... Generator Loss: 0.6300 Epoch 3/8... Discriminator Loss: 1.2865... Generator Loss: 0.8579 Epoch 3/8... Discriminator Loss: 1.9013... Generator Loss: 0.2523 Epoch 3/8... Discriminator Loss: 1.3387... Generator Loss: 0.5220 Epoch 3/8... Discriminator Loss: 1.2308... Generator Loss: 0.6931
Epoch 3/8... Discriminator Loss: 1.7127... Generator Loss: 0.3352 Epoch 3/8... Discriminator Loss: 1.1966... Generator Loss: 0.8412 Epoch 3/8... Discriminator Loss: 1.2678... Generator Loss: 1.1286 Epoch 3/8... Discriminator Loss: 1.2611... Generator Loss: 1.1904 Epoch 3/8... Discriminator Loss: 1.4287... Generator Loss: 0.5011 Epoch 3/8... Discriminator Loss: 1.2894... Generator Loss: 0.5944 Epoch 3/8... Discriminator Loss: 1.4162... Generator Loss: 0.4799 Epoch 3/8... Discriminator Loss: 1.6253... Generator Loss: 0.3544 Epoch 3/8... Discriminator Loss: 1.2830... Generator Loss: 0.7945 Epoch 3/8... Discriminator Loss: 1.4881... Generator Loss: 0.4492
Epoch 3/8... Discriminator Loss: 1.2433... Generator Loss: 0.9438 Epoch 3/8... Discriminator Loss: 1.3072... Generator Loss: 0.6947 Epoch 3/8... Discriminator Loss: 1.3635... Generator Loss: 0.5966 Epoch 3/8... Discriminator Loss: 1.3348... Generator Loss: 0.6129 Epoch 3/8... Discriminator Loss: 1.3080... Generator Loss: 1.4296 Epoch 3/8... Discriminator Loss: 1.5224... Generator Loss: 0.4560 Epoch 3/8... Discriminator Loss: 1.2129... Generator Loss: 0.6909 Epoch 3/8... Discriminator Loss: 1.3843... Generator Loss: 0.6734 Epoch 3/8... Discriminator Loss: 1.2471... Generator Loss: 0.7344 Epoch 3/8... Discriminator Loss: 2.1255... Generator Loss: 0.2082
Epoch 3/8... Discriminator Loss: 1.1435... Generator Loss: 1.0985 Epoch 3/8... Discriminator Loss: 1.2272... Generator Loss: 0.8268 Epoch 3/8... Discriminator Loss: 1.2913... Generator Loss: 0.7057 Epoch 3/8... Discriminator Loss: 1.2797... Generator Loss: 0.6497 Epoch 3/8... Discriminator Loss: 1.4743... Generator Loss: 0.5335 Epoch 3/8... Discriminator Loss: 1.3250... Generator Loss: 0.5987 Epoch 3/8... Discriminator Loss: 1.4145... Generator Loss: 1.5548 Epoch 3/8... Discriminator Loss: 1.3458... Generator Loss: 0.6219 Epoch 3/8... Discriminator Loss: 1.4725... Generator Loss: 0.4306 Epoch 3/8... Discriminator Loss: 1.4290... Generator Loss: 0.5348
Epoch 3/8... Discriminator Loss: 1.2349... Generator Loss: 1.2768 Epoch 3/8... Discriminator Loss: 1.3457... Generator Loss: 0.6890 Epoch 3/8... Discriminator Loss: 1.7570... Generator Loss: 0.3118 Epoch 3/8... Discriminator Loss: 1.4420... Generator Loss: 0.4944 Epoch 3/8... Discriminator Loss: 1.2715... Generator Loss: 0.6473 Epoch 3/8... Discriminator Loss: 1.3651... Generator Loss: 1.7588 Epoch 3/8... Discriminator Loss: 1.4107... Generator Loss: 0.9862 Epoch 3/8... Discriminator Loss: 1.4658... Generator Loss: 0.4643 Epoch 3/8... Discriminator Loss: 1.2521... Generator Loss: 0.6732 Epoch 3/8... Discriminator Loss: 1.2156... Generator Loss: 0.7692
Epoch 3/8... Discriminator Loss: 1.2894... Generator Loss: 1.1562 Epoch 3/8... Discriminator Loss: 1.3297... Generator Loss: 0.5283 Epoch 3/8... Discriminator Loss: 1.7466... Generator Loss: 0.3175 Epoch 3/8... Discriminator Loss: 1.7583... Generator Loss: 0.2920 Epoch 3/8... Discriminator Loss: 1.4565... Generator Loss: 0.5159 Epoch 3/8... Discriminator Loss: 1.2974... Generator Loss: 0.5631 Epoch 3/8... Discriminator Loss: 1.1853... Generator Loss: 1.0651 Epoch 3/8... Discriminator Loss: 1.3538... Generator Loss: 0.5958 Epoch 3/8... Discriminator Loss: 1.4674... Generator Loss: 0.6080 Epoch 3/8... Discriminator Loss: 1.8435... Generator Loss: 0.2784
Epoch 3/8... Discriminator Loss: 1.6803... Generator Loss: 0.3613 Epoch 3/8... Discriminator Loss: 1.9269... Generator Loss: 0.2478 Epoch 3/8... Discriminator Loss: 1.2992... Generator Loss: 0.6101 Epoch 3/8... Discriminator Loss: 1.1903... Generator Loss: 1.0111 Epoch 3/8... Discriminator Loss: 1.5319... Generator Loss: 0.5055 Epoch 3/8... Discriminator Loss: 1.7726... Generator Loss: 0.3217 Epoch 3/8... Discriminator Loss: 1.3104... Generator Loss: 0.6176 Epoch 3/8... Discriminator Loss: 1.8639... Generator Loss: 0.2746 Epoch 3/8... Discriminator Loss: 1.4116... Generator Loss: 0.5462 Epoch 3/8... Discriminator Loss: 1.1856... Generator Loss: 0.9099
Epoch 3/8... Discriminator Loss: 1.2630... Generator Loss: 0.6940 Epoch 3/8... Discriminator Loss: 1.3169... Generator Loss: 1.3658 Epoch 3/8... Discriminator Loss: 1.3993... Generator Loss: 0.4944 Epoch 3/8... Discriminator Loss: 1.4517... Generator Loss: 0.5278 Epoch 3/8... Discriminator Loss: 1.1987... Generator Loss: 0.8594 Epoch 3/8... Discriminator Loss: 1.4714... Generator Loss: 0.4277 Epoch 3/8... Discriminator Loss: 1.1596... Generator Loss: 0.8484 Epoch 3/8... Discriminator Loss: 1.2904... Generator Loss: 0.8007 Epoch 3/8... Discriminator Loss: 1.5065... Generator Loss: 0.3939 Epoch 3/8... Discriminator Loss: 1.7874... Generator Loss: 0.2928
Epoch 3/8... Discriminator Loss: 1.5110... Generator Loss: 1.2400 Epoch 3/8... Discriminator Loss: 1.2773... Generator Loss: 0.9410 Epoch 3/8... Discriminator Loss: 1.3300... Generator Loss: 0.6470 Epoch 3/8... Discriminator Loss: 1.3100... Generator Loss: 0.6814 Epoch 3/8... Discriminator Loss: 1.3596... Generator Loss: 0.5553 Epoch 3/8... Discriminator Loss: 1.6723... Generator Loss: 0.3992 Epoch 3/8... Discriminator Loss: 1.1028... Generator Loss: 1.0030 Epoch 3/8... Discriminator Loss: 1.9215... Generator Loss: 0.2644 Epoch 3/8... Discriminator Loss: 1.4943... Generator Loss: 0.4195 Epoch 3/8... Discriminator Loss: 1.3865... Generator Loss: 0.5334
Epoch 3/8... Discriminator Loss: 1.3689... Generator Loss: 0.5183 Epoch 3/8... Discriminator Loss: 1.3168... Generator Loss: 0.9320 Epoch 3/8... Discriminator Loss: 1.4886... Generator Loss: 0.4323 Epoch 3/8... Discriminator Loss: 1.4297... Generator Loss: 0.4702 Epoch 3/8... Discriminator Loss: 1.1214... Generator Loss: 1.2065 Epoch 3/8... Discriminator Loss: 1.2415... Generator Loss: 0.8018 Epoch 3/8... Discriminator Loss: 1.9006... Generator Loss: 0.2708 Epoch 3/8... Discriminator Loss: 1.4156... Generator Loss: 0.5645 Epoch 3/8... Discriminator Loss: 1.6086... Generator Loss: 0.3891 Epoch 3/8... Discriminator Loss: 1.1978... Generator Loss: 0.7688
Epoch 3/8... Discriminator Loss: 1.7752... Generator Loss: 0.3034 Epoch 3/8... Discriminator Loss: 1.2713... Generator Loss: 0.8489 Epoch 3/8... Discriminator Loss: 1.3385... Generator Loss: 0.8395 Epoch 3/8... Discriminator Loss: 1.3411... Generator Loss: 0.6119 Epoch 3/8... Discriminator Loss: 1.3073... Generator Loss: 0.6613 Epoch 3/8... Discriminator Loss: 1.7044... Generator Loss: 0.3164 Epoch 3/8... Discriminator Loss: 1.6314... Generator Loss: 0.3694 Epoch 3/8... Discriminator Loss: 1.5864... Generator Loss: 0.3573 Epoch 3/8... Discriminator Loss: 1.4622... Generator Loss: 0.4852 Epoch 3/8... Discriminator Loss: 1.3497... Generator Loss: 0.5696
Epoch 3/8... Discriminator Loss: 1.3258... Generator Loss: 1.3370 Epoch 3/8... Discriminator Loss: 1.3129... Generator Loss: 0.7146 Epoch 3/8... Discriminator Loss: 1.1399... Generator Loss: 1.0629 Epoch 3/8... Discriminator Loss: 1.3057... Generator Loss: 0.8849 Epoch 3/8... Discriminator Loss: 1.8174... Generator Loss: 0.2834 Epoch 3/8... Discriminator Loss: 1.6124... Generator Loss: 0.3720 Epoch 3/8... Discriminator Loss: 1.4331... Generator Loss: 0.4759 Epoch 3/8... Discriminator Loss: 1.3485... Generator Loss: 0.9710 Epoch 3/8... Discriminator Loss: 1.3116... Generator Loss: 1.0298 Epoch 3/8... Discriminator Loss: 1.6435... Generator Loss: 0.3412
Epoch 3/8... Discriminator Loss: 1.3286... Generator Loss: 0.7519 Epoch 3/8... Discriminator Loss: 1.3683... Generator Loss: 0.5440 Epoch 3/8... Discriminator Loss: 1.1802... Generator Loss: 0.8013 Epoch 3/8... Discriminator Loss: 1.4562... Generator Loss: 0.5017 Epoch 3/8... Discriminator Loss: 1.3996... Generator Loss: 0.5982 Epoch 3/8... Discriminator Loss: 1.3643... Generator Loss: 0.5932 Epoch 3/8... Discriminator Loss: 1.5431... Generator Loss: 0.3910 Epoch 3/8... Discriminator Loss: 1.2107... Generator Loss: 0.8333 Epoch 3/8... Discriminator Loss: 1.1840... Generator Loss: 0.7703 Epoch 3/8... Discriminator Loss: 1.2889... Generator Loss: 1.1864
Epoch 3/8... Discriminator Loss: 1.1990... Generator Loss: 0.9352 Epoch 3/8... Discriminator Loss: 1.2811... Generator Loss: 0.8782 Epoch 3/8... Discriminator Loss: 1.2449... Generator Loss: 0.8952 Epoch 3/8... Discriminator Loss: 1.5462... Generator Loss: 0.3818 Epoch 3/8... Discriminator Loss: 1.3622... Generator Loss: 0.5541 Epoch 3/8... Discriminator Loss: 1.3944... Generator Loss: 1.4340 Epoch 3/8... Discriminator Loss: 1.4639... Generator Loss: 0.4404 Epoch 3/8... Discriminator Loss: 1.2918... Generator Loss: 0.6445 Epoch 3/8... Discriminator Loss: 1.4453... Generator Loss: 0.4943 Epoch 3/8... Discriminator Loss: 1.2703... Generator Loss: 0.8663
Epoch 3/8... Discriminator Loss: 1.5068... Generator Loss: 0.4250 Epoch 3/8... Discriminator Loss: 1.7929... Generator Loss: 0.3007 Epoch 3/8... Discriminator Loss: 1.2882... Generator Loss: 0.6601 Epoch 3/8... Discriminator Loss: 1.3333... Generator Loss: 0.6478 Epoch 3/8... Discriminator Loss: 1.3497... Generator Loss: 1.2139 Epoch 3/8... Discriminator Loss: 1.3405... Generator Loss: 0.7400 Epoch 3/8... Discriminator Loss: 1.5185... Generator Loss: 0.4253 Epoch 3/8... Discriminator Loss: 1.2843... Generator Loss: 0.6578 Epoch 3/8... Discriminator Loss: 1.3957... Generator Loss: 0.5649 Epoch 3/8... Discriminator Loss: 1.5310... Generator Loss: 0.4202
Epoch 3/8... Discriminator Loss: 1.5829... Generator Loss: 0.4094 Epoch 3/8... Discriminator Loss: 1.4829... Generator Loss: 0.4321 Epoch 3/8... Discriminator Loss: 1.3385... Generator Loss: 0.8024 Epoch 3/8... Discriminator Loss: 1.3048... Generator Loss: 1.1801 Epoch 3/8... Discriminator Loss: 1.3766... Generator Loss: 0.5094 Epoch 3/8... Discriminator Loss: 1.6813... Generator Loss: 0.3295 Epoch 3/8... Discriminator Loss: 1.2955... Generator Loss: 0.8275 Epoch 3/8... Discriminator Loss: 1.2855... Generator Loss: 0.6683 Epoch 3/8... Discriminator Loss: 1.4552... Generator Loss: 0.4869 Epoch 3/8... Discriminator Loss: 1.7255... Generator Loss: 0.3142
Epoch 3/8... Discriminator Loss: 1.1572... Generator Loss: 0.7234 Epoch 3/8... Discriminator Loss: 1.5767... Generator Loss: 0.3821 Epoch 3/8... Discriminator Loss: 1.5369... Generator Loss: 0.4016 Epoch 3/8... Discriminator Loss: 1.3771... Generator Loss: 0.5816 Epoch 3/8... Discriminator Loss: 1.8488... Generator Loss: 0.2765 Epoch 3/8... Discriminator Loss: 1.5836... Generator Loss: 0.3912 Epoch 3/8... Discriminator Loss: 1.5335... Generator Loss: 0.4368 Epoch 3/8... Discriminator Loss: 1.5563... Generator Loss: 0.3562 Epoch 3/8... Discriminator Loss: 1.1526... Generator Loss: 1.1965 Epoch 3/8... Discriminator Loss: 1.4241... Generator Loss: 0.5604
Epoch 3/8... Discriminator Loss: 1.9055... Generator Loss: 0.2567 Epoch 3/8... Discriminator Loss: 1.2361... Generator Loss: 0.8505 Epoch 3/8... Discriminator Loss: 1.1787... Generator Loss: 0.8134 Epoch 3/8... Discriminator Loss: 1.1605... Generator Loss: 0.8876 Epoch 3/8... Discriminator Loss: 1.2604... Generator Loss: 0.8354 Epoch 3/8... Discriminator Loss: 1.2056... Generator Loss: 1.4631 Epoch 3/8... Discriminator Loss: 1.7076... Generator Loss: 0.3270 Epoch 3/8... Discriminator Loss: 1.0027... Generator Loss: 1.1712 Epoch 3/8... Discriminator Loss: 1.8316... Generator Loss: 0.2767 Epoch 3/8... Discriminator Loss: 1.5268... Generator Loss: 0.4711
Epoch 3/8... Discriminator Loss: 1.1728... Generator Loss: 0.9423 Epoch 3/8... Discriminator Loss: 1.3649... Generator Loss: 0.5175 Epoch 3/8... Discriminator Loss: 1.4919... Generator Loss: 0.4265 Epoch 3/8... Discriminator Loss: 1.2239... Generator Loss: 0.8028 Epoch 3/8... Discriminator Loss: 1.4158... Generator Loss: 0.5052 Epoch 3/8... Discriminator Loss: 1.2728... Generator Loss: 0.7669 Epoch 3/8... Discriminator Loss: 1.5551... Generator Loss: 0.3991 Epoch 3/8... Discriminator Loss: 1.3315... Generator Loss: 0.5924 Epoch 3/8... Discriminator Loss: 1.2327... Generator Loss: 0.6654 Epoch 3/8... Discriminator Loss: 1.6441... Generator Loss: 0.3749
Epoch 3/8... Discriminator Loss: 1.4192... Generator Loss: 0.4865 Epoch 3/8... Discriminator Loss: 1.2863... Generator Loss: 0.6237 Epoch 3/8... Discriminator Loss: 1.1801... Generator Loss: 0.8548 Epoch 3/8... Discriminator Loss: 1.2978... Generator Loss: 0.6208 Epoch 3/8... Discriminator Loss: 1.2251... Generator Loss: 0.9004 Epoch 3/8... Discriminator Loss: 1.3026... Generator Loss: 0.6779 Epoch 3/8... Discriminator Loss: 1.4939... Generator Loss: 0.4211 Epoch 3/8... Discriminator Loss: 1.6111... Generator Loss: 0.3681 Epoch 3/8... Discriminator Loss: 1.3534... Generator Loss: 0.6236 Epoch 3/8... Discriminator Loss: 1.2187... Generator Loss: 0.7867
Epoch 3/8... Discriminator Loss: 1.7469... Generator Loss: 0.3220 Epoch 3/8... Discriminator Loss: 1.3359... Generator Loss: 0.5538 Epoch 3/8... Discriminator Loss: 1.5346... Generator Loss: 1.5364 Epoch 3/8... Discriminator Loss: 1.3539... Generator Loss: 0.5083 Epoch 3/8... Discriminator Loss: 1.3155... Generator Loss: 0.5611 Epoch 3/8... Discriminator Loss: 1.2298... Generator Loss: 0.8569 Epoch 3/8... Discriminator Loss: 1.7171... Generator Loss: 0.3482 Epoch 3/8... Discriminator Loss: 1.3528... Generator Loss: 0.5601 Epoch 3/8... Discriminator Loss: 1.6528... Generator Loss: 0.3552 Epoch 3/8... Discriminator Loss: 1.6350... Generator Loss: 0.3940
Epoch 3/8... Discriminator Loss: 1.3081... Generator Loss: 0.7790 Epoch 3/8... Discriminator Loss: 1.2581... Generator Loss: 0.8244 Epoch 3/8... Discriminator Loss: 1.2709... Generator Loss: 0.6441 Epoch 3/8... Discriminator Loss: 1.5184... Generator Loss: 0.4293 Epoch 3/8... Discriminator Loss: 1.3435... Generator Loss: 0.9202 Epoch 3/8... Discriminator Loss: 1.3904... Generator Loss: 0.5413 Epoch 3/8... Discriminator Loss: 1.2367... Generator Loss: 0.6528 Epoch 3/8... Discriminator Loss: 1.3902... Generator Loss: 0.5722 Epoch 3/8... Discriminator Loss: 1.4837... Generator Loss: 0.4383 Epoch 3/8... Discriminator Loss: 1.2093... Generator Loss: 0.8816
Epoch 3/8... Discriminator Loss: 1.4993... Generator Loss: 0.4340 Epoch 3/8... Discriminator Loss: 1.7759... Generator Loss: 0.3195 Epoch 3/8... Discriminator Loss: 1.4331... Generator Loss: 0.4824 Epoch 3/8... Discriminator Loss: 1.6703... Generator Loss: 0.3577 Epoch 3/8... Discriminator Loss: 1.6936... Generator Loss: 0.3406 Epoch 3/8... Discriminator Loss: 1.2817... Generator Loss: 0.9893 Epoch 3/8... Discriminator Loss: 1.8032... Generator Loss: 0.3085 Epoch 3/8... Discriminator Loss: 1.6980... Generator Loss: 0.3458 Epoch 3/8... Discriminator Loss: 1.1992... Generator Loss: 0.7335 Epoch 3/8... Discriminator Loss: 1.1962... Generator Loss: 1.1622
Epoch 3/8... Discriminator Loss: 1.0536... Generator Loss: 1.1606 Epoch 3/8... Discriminator Loss: 1.3977... Generator Loss: 0.6890 Epoch 3/8... Discriminator Loss: 1.7166... Generator Loss: 0.3062 Epoch 3/8... Discriminator Loss: 1.2072... Generator Loss: 0.9574 Epoch 3/8... Discriminator Loss: 1.3603... Generator Loss: 0.5330 Epoch 3/8... Discriminator Loss: 1.2810... Generator Loss: 0.6909 Epoch 3/8... Discriminator Loss: 1.2500... Generator Loss: 0.7072 Epoch 3/8... Discriminator Loss: 1.3768... Generator Loss: 0.6015 Epoch 3/8... Discriminator Loss: 1.2477... Generator Loss: 0.9663 Epoch 3/8... Discriminator Loss: 1.9261... Generator Loss: 0.2572
Epoch 3/8... Discriminator Loss: 1.3981... Generator Loss: 0.5398 Epoch 3/8... Discriminator Loss: 1.3987... Generator Loss: 0.5527 Epoch 3/8... Discriminator Loss: 1.4646... Generator Loss: 0.4785 Epoch 3/8... Discriminator Loss: 1.3610... Generator Loss: 0.4924 Epoch 3/8... Discriminator Loss: 1.5334... Generator Loss: 0.4690 Epoch 3/8... Discriminator Loss: 1.3975... Generator Loss: 0.5593 Epoch 3/8... Discriminator Loss: 1.3151... Generator Loss: 0.5826 Epoch 3/8... Discriminator Loss: 1.5778... Generator Loss: 0.3588 Epoch 3/8... Discriminator Loss: 1.3465... Generator Loss: 0.6267 Epoch 3/8... Discriminator Loss: 1.2576... Generator Loss: 0.8559
Epoch 3/8... Discriminator Loss: 1.6569... Generator Loss: 0.3581 Epoch 3/8... Discriminator Loss: 1.3780... Generator Loss: 0.5516 Epoch 3/8... Discriminator Loss: 1.3256... Generator Loss: 0.5716 Epoch 3/8... Discriminator Loss: 1.4114... Generator Loss: 0.6219 Epoch 3/8... Discriminator Loss: 1.2527... Generator Loss: 1.0586 Epoch 3/8... Discriminator Loss: 1.5370... Generator Loss: 0.4067 Epoch 3/8... Discriminator Loss: 1.4691... Generator Loss: 0.5152 Epoch 3/8... Discriminator Loss: 1.2114... Generator Loss: 1.1020 Epoch 3/8... Discriminator Loss: 1.3910... Generator Loss: 0.7238 Epoch 3/8... Discriminator Loss: 1.3617... Generator Loss: 0.5520
Epoch 3/8... Discriminator Loss: 1.2519... Generator Loss: 0.7179 Epoch 3/8... Discriminator Loss: 1.2756... Generator Loss: 0.8989 Epoch 3/8... Discriminator Loss: 1.5283... Generator Loss: 0.4243 Epoch 3/8... Discriminator Loss: 1.3205... Generator Loss: 0.6342 Epoch 3/8... Discriminator Loss: 1.5886... Generator Loss: 0.3892 Epoch 3/8... Discriminator Loss: 1.6531... Generator Loss: 0.3852 Epoch 3/8... Discriminator Loss: 1.3366... Generator Loss: 0.7114 Epoch 3/8... Discriminator Loss: 1.3831... Generator Loss: 0.5705 Epoch 3/8... Discriminator Loss: 1.4102... Generator Loss: 0.5327 Epoch 3/8... Discriminator Loss: 1.4349... Generator Loss: 0.4656
Epoch 3/8... Discriminator Loss: 1.2769... Generator Loss: 0.6989 Epoch 3/8... Discriminator Loss: 1.2884... Generator Loss: 0.9092 Epoch 3/8... Discriminator Loss: 1.6283... Generator Loss: 0.3748 Epoch 3/8... Discriminator Loss: 1.2535... Generator Loss: 0.8146 Epoch 3/8... Discriminator Loss: 1.4969... Generator Loss: 0.4178 Epoch 3/8... Discriminator Loss: 1.2699... Generator Loss: 0.7068 Epoch 3/8... Discriminator Loss: 1.8881... Generator Loss: 0.2670 Epoch 3/8... Discriminator Loss: 1.2437... Generator Loss: 0.8677 Epoch 3/8... Discriminator Loss: 1.2938... Generator Loss: 0.7120 Epoch 3/8... Discriminator Loss: 1.5075... Generator Loss: 0.4372
Epoch 3/8... Discriminator Loss: 1.9184... Generator Loss: 0.2689 Epoch 3/8... Discriminator Loss: 1.5319... Generator Loss: 0.4061 Epoch 3/8... Discriminator Loss: 1.2157... Generator Loss: 0.8420 Epoch 3/8... Discriminator Loss: 1.3069... Generator Loss: 0.9725 Epoch 3/8... Discriminator Loss: 1.1913... Generator Loss: 0.9449 Epoch 3/8... Discriminator Loss: 1.3232... Generator Loss: 0.7079 Epoch 3/8... Discriminator Loss: 1.5099... Generator Loss: 0.4226 Epoch 3/8... Discriminator Loss: 1.3878... Generator Loss: 0.6034 Epoch 3/8... Discriminator Loss: 1.2340... Generator Loss: 1.0095 Epoch 3/8... Discriminator Loss: 1.5197... Generator Loss: 0.4282
Epoch 3/8... Discriminator Loss: 1.1701... Generator Loss: 1.0033 Epoch 3/8... Discriminator Loss: 1.2825... Generator Loss: 0.6655 Epoch 3/8... Discriminator Loss: 1.1798... Generator Loss: 0.8209 Epoch 3/8... Discriminator Loss: 1.4658... Generator Loss: 0.4706 Epoch 3/8... Discriminator Loss: 1.2021... Generator Loss: 1.0443 Epoch 3/8... Discriminator Loss: 1.2688... Generator Loss: 1.0004 Epoch 3/8... Discriminator Loss: 1.3007... Generator Loss: 0.8852 Epoch 3/8... Discriminator Loss: 1.3858... Generator Loss: 0.6286 Epoch 3/8... Discriminator Loss: 1.3349... Generator Loss: 0.6182 Epoch 3/8... Discriminator Loss: 1.1828... Generator Loss: 1.1078
Epoch 3/8... Discriminator Loss: 1.2406... Generator Loss: 0.8201 Epoch 3/8... Discriminator Loss: 1.4967... Generator Loss: 0.4468 Epoch 3/8... Discriminator Loss: 1.6870... Generator Loss: 0.3221 Epoch 3/8... Discriminator Loss: 1.8014... Generator Loss: 0.2899 Epoch 3/8... Discriminator Loss: 1.3671... Generator Loss: 0.9391 Epoch 3/8... Discriminator Loss: 1.2543... Generator Loss: 0.7584 Epoch 3/8... Discriminator Loss: 1.3617... Generator Loss: 0.7205 Epoch 3/8... Discriminator Loss: 1.3403... Generator Loss: 0.9590 Epoch 3/8... Discriminator Loss: 1.6690... Generator Loss: 0.3546 Epoch 4/8... Discriminator Loss: 1.5448... Generator Loss: 0.4085
Epoch 4/8... Discriminator Loss: 1.4070... Generator Loss: 0.5568 Epoch 4/8... Discriminator Loss: 1.4583... Generator Loss: 1.4834 Epoch 4/8... Discriminator Loss: 1.8364... Generator Loss: 0.2793 Epoch 4/8... Discriminator Loss: 1.2854... Generator Loss: 0.6500 Epoch 4/8... Discriminator Loss: 1.2015... Generator Loss: 1.0332 Epoch 4/8... Discriminator Loss: 1.7108... Generator Loss: 0.3121 Epoch 4/8... Discriminator Loss: 1.3973... Generator Loss: 0.5666 Epoch 4/8... Discriminator Loss: 1.3963... Generator Loss: 0.5670 Epoch 4/8... Discriminator Loss: 1.1870... Generator Loss: 0.9295 Epoch 4/8... Discriminator Loss: 1.3030... Generator Loss: 0.6373
Epoch 4/8... Discriminator Loss: 1.2235... Generator Loss: 0.7101 Epoch 4/8... Discriminator Loss: 1.4952... Generator Loss: 0.5392 Epoch 4/8... Discriminator Loss: 1.5076... Generator Loss: 0.4060 Epoch 4/8... Discriminator Loss: 1.4108... Generator Loss: 0.5017 Epoch 4/8... Discriminator Loss: 1.3343... Generator Loss: 1.1959 Epoch 4/8... Discriminator Loss: 1.5062... Generator Loss: 0.4722 Epoch 4/8... Discriminator Loss: 1.5502... Generator Loss: 0.3998 Epoch 4/8... Discriminator Loss: 1.4188... Generator Loss: 0.5169 Epoch 4/8... Discriminator Loss: 1.5161... Generator Loss: 0.4587 Epoch 4/8... Discriminator Loss: 1.5601... Generator Loss: 0.3723
Epoch 4/8... Discriminator Loss: 1.4021... Generator Loss: 0.5444 Epoch 4/8... Discriminator Loss: 1.5842... Generator Loss: 1.6466 Epoch 4/8... Discriminator Loss: 1.3635... Generator Loss: 0.6080 Epoch 4/8... Discriminator Loss: 1.4101... Generator Loss: 0.5422 Epoch 4/8... Discriminator Loss: 1.3787... Generator Loss: 0.5810 Epoch 4/8... Discriminator Loss: 1.2736... Generator Loss: 0.7003 Epoch 4/8... Discriminator Loss: 1.3723... Generator Loss: 0.7634 Epoch 4/8... Discriminator Loss: 1.8457... Generator Loss: 0.2702 Epoch 4/8... Discriminator Loss: 1.3012... Generator Loss: 0.8597 Epoch 4/8... Discriminator Loss: 1.4985... Generator Loss: 0.4640
Epoch 4/8... Discriminator Loss: 1.2266... Generator Loss: 0.8067 Epoch 4/8... Discriminator Loss: 1.3732... Generator Loss: 0.8039 Epoch 4/8... Discriminator Loss: 1.2361... Generator Loss: 0.6995 Epoch 4/8... Discriminator Loss: 1.3428... Generator Loss: 1.2906 Epoch 4/8... Discriminator Loss: 1.4494... Generator Loss: 0.4806 Epoch 4/8... Discriminator Loss: 1.3132... Generator Loss: 0.6621 Epoch 4/8... Discriminator Loss: 1.6516... Generator Loss: 0.3644 Epoch 4/8... Discriminator Loss: 1.7291... Generator Loss: 0.3041 Epoch 4/8... Discriminator Loss: 1.3880... Generator Loss: 0.5036 Epoch 4/8... Discriminator Loss: 1.3834... Generator Loss: 0.7255
Epoch 4/8... Discriminator Loss: 1.3864... Generator Loss: 0.5386 Epoch 4/8... Discriminator Loss: 1.4944... Generator Loss: 0.4841 Epoch 4/8... Discriminator Loss: 1.2281... Generator Loss: 0.7125 Epoch 4/8... Discriminator Loss: 1.3852... Generator Loss: 0.6101 Epoch 4/8... Discriminator Loss: 1.4171... Generator Loss: 0.5023 Epoch 4/8... Discriminator Loss: 1.2948... Generator Loss: 0.7744 Epoch 4/8... Discriminator Loss: 1.3170... Generator Loss: 0.6297 Epoch 4/8... Discriminator Loss: 1.3340... Generator Loss: 1.0302 Epoch 4/8... Discriminator Loss: 1.7334... Generator Loss: 0.3178 Epoch 4/8... Discriminator Loss: 1.3320... Generator Loss: 0.8861
Epoch 4/8... Discriminator Loss: 1.2404... Generator Loss: 1.0223 Epoch 4/8... Discriminator Loss: 1.4005... Generator Loss: 0.5207 Epoch 4/8... Discriminator Loss: 1.2605... Generator Loss: 1.0788 Epoch 4/8... Discriminator Loss: 1.4754... Generator Loss: 0.5374 Epoch 4/8... Discriminator Loss: 1.6543... Generator Loss: 0.3521 Epoch 4/8... Discriminator Loss: 1.6966... Generator Loss: 0.3445 Epoch 4/8... Discriminator Loss: 1.3615... Generator Loss: 1.1276 Epoch 4/8... Discriminator Loss: 1.2136... Generator Loss: 0.7835 Epoch 4/8... Discriminator Loss: 1.6603... Generator Loss: 0.3627 Epoch 4/8... Discriminator Loss: 1.4787... Generator Loss: 0.4774
Epoch 4/8... Discriminator Loss: 1.4314... Generator Loss: 0.4986 Epoch 4/8... Discriminator Loss: 1.8087... Generator Loss: 0.2835 Epoch 4/8... Discriminator Loss: 1.4140... Generator Loss: 0.5834 Epoch 4/8... Discriminator Loss: 1.5001... Generator Loss: 0.4425 Epoch 4/8... Discriminator Loss: 1.2264... Generator Loss: 1.0100 Epoch 4/8... Discriminator Loss: 1.5845... Generator Loss: 0.3934 Epoch 4/8... Discriminator Loss: 1.6026... Generator Loss: 0.4066 Epoch 4/8... Discriminator Loss: 1.3256... Generator Loss: 0.6407 Epoch 4/8... Discriminator Loss: 1.2865... Generator Loss: 1.3358 Epoch 4/8... Discriminator Loss: 1.6602... Generator Loss: 0.3738
Epoch 4/8... Discriminator Loss: 1.5865... Generator Loss: 0.3727 Epoch 4/8... Discriminator Loss: 1.3637... Generator Loss: 0.6335 Epoch 4/8... Discriminator Loss: 1.2450... Generator Loss: 0.6535 Epoch 4/8... Discriminator Loss: 1.6372... Generator Loss: 0.3648 Epoch 4/8... Discriminator Loss: 1.4694... Generator Loss: 0.4364 Epoch 4/8... Discriminator Loss: 1.3287... Generator Loss: 0.6357 Epoch 4/8... Discriminator Loss: 1.2075... Generator Loss: 0.9422 Epoch 4/8... Discriminator Loss: 1.3982... Generator Loss: 0.8938 Epoch 4/8... Discriminator Loss: 1.9096... Generator Loss: 0.3003 Epoch 4/8... Discriminator Loss: 1.4251... Generator Loss: 0.5226
Epoch 4/8... Discriminator Loss: 1.2137... Generator Loss: 0.7089 Epoch 4/8... Discriminator Loss: 1.3844... Generator Loss: 0.5771 Epoch 4/8... Discriminator Loss: 1.3032... Generator Loss: 0.6952 Epoch 4/8... Discriminator Loss: 1.2887... Generator Loss: 1.1514 Epoch 4/8... Discriminator Loss: 1.4640... Generator Loss: 0.6004 Epoch 4/8... Discriminator Loss: 1.4068... Generator Loss: 0.5668 Epoch 4/8... Discriminator Loss: 1.2296... Generator Loss: 0.9275 Epoch 4/8... Discriminator Loss: 1.2589... Generator Loss: 1.1066 Epoch 4/8... Discriminator Loss: 1.4459... Generator Loss: 0.5350 Epoch 4/8... Discriminator Loss: 1.6127... Generator Loss: 0.3901
Epoch 4/8... Discriminator Loss: 1.6489... Generator Loss: 0.3874 Epoch 4/8... Discriminator Loss: 1.3108... Generator Loss: 0.6858 Epoch 4/8... Discriminator Loss: 1.3282... Generator Loss: 0.6030 Epoch 4/8... Discriminator Loss: 1.4780... Generator Loss: 0.4826 Epoch 4/8... Discriminator Loss: 1.6769... Generator Loss: 0.3697 Epoch 4/8... Discriminator Loss: 1.5018... Generator Loss: 0.4010 Epoch 4/8... Discriminator Loss: 1.3204... Generator Loss: 0.6377 Epoch 4/8... Discriminator Loss: 1.3421... Generator Loss: 0.5501 Epoch 4/8... Discriminator Loss: 1.4116... Generator Loss: 0.5099 Epoch 4/8... Discriminator Loss: 1.7571... Generator Loss: 0.2958
Epoch 4/8... Discriminator Loss: 1.5828... Generator Loss: 1.5815 Epoch 4/8... Discriminator Loss: 1.2591... Generator Loss: 0.7398 Epoch 4/8... Discriminator Loss: 1.4008... Generator Loss: 0.5255 Epoch 4/8... Discriminator Loss: 1.4084... Generator Loss: 0.5371 Epoch 4/8... Discriminator Loss: 1.2634... Generator Loss: 0.7935 Epoch 4/8... Discriminator Loss: 1.5790... Generator Loss: 0.4026 Epoch 4/8... Discriminator Loss: 1.6554... Generator Loss: 0.3680 Epoch 4/8... Discriminator Loss: 1.4645... Generator Loss: 0.5006 Epoch 4/8... Discriminator Loss: 1.8512... Generator Loss: 0.2809 Epoch 4/8... Discriminator Loss: 1.5597... Generator Loss: 0.4168
Epoch 4/8... Discriminator Loss: 1.4130... Generator Loss: 0.5030 Epoch 4/8... Discriminator Loss: 1.2576... Generator Loss: 0.8578 Epoch 4/8... Discriminator Loss: 1.5036... Generator Loss: 0.4234 Epoch 4/8... Discriminator Loss: 1.3143... Generator Loss: 0.6909 Epoch 4/8... Discriminator Loss: 1.5039... Generator Loss: 0.4475 Epoch 4/8... Discriminator Loss: 1.4099... Generator Loss: 0.5623 Epoch 4/8... Discriminator Loss: 1.2382... Generator Loss: 0.6952 Epoch 4/8... Discriminator Loss: 1.3361... Generator Loss: 0.6143 Epoch 4/8... Discriminator Loss: 1.3418... Generator Loss: 1.0524 Epoch 4/8... Discriminator Loss: 1.2509... Generator Loss: 0.7975
Epoch 4/8... Discriminator Loss: 1.2540... Generator Loss: 0.6748 Epoch 4/8... Discriminator Loss: 1.2539... Generator Loss: 0.7326 Epoch 4/8... Discriminator Loss: 1.2466... Generator Loss: 1.0089 Epoch 4/8... Discriminator Loss: 1.4614... Generator Loss: 0.5008 Epoch 4/8... Discriminator Loss: 1.2761... Generator Loss: 0.7720 Epoch 4/8... Discriminator Loss: 1.5635... Generator Loss: 0.3766 Epoch 4/8... Discriminator Loss: 1.2379... Generator Loss: 0.6416 Epoch 4/8... Discriminator Loss: 1.4817... Generator Loss: 0.4145 Epoch 4/8... Discriminator Loss: 1.4671... Generator Loss: 0.4569 Epoch 4/8... Discriminator Loss: 1.2702... Generator Loss: 1.1945
Epoch 4/8... Discriminator Loss: 1.4681... Generator Loss: 0.4976 Epoch 4/8... Discriminator Loss: 1.2324... Generator Loss: 0.8546 Epoch 4/8... Discriminator Loss: 1.2477... Generator Loss: 0.8114 Epoch 4/8... Discriminator Loss: 1.2472... Generator Loss: 0.6614 Epoch 4/8... Discriminator Loss: 1.4024... Generator Loss: 0.5088 Epoch 4/8... Discriminator Loss: 1.7227... Generator Loss: 0.3573 Epoch 4/8... Discriminator Loss: 1.2755... Generator Loss: 0.6612 Epoch 4/8... Discriminator Loss: 1.4021... Generator Loss: 0.6718 Epoch 4/8... Discriminator Loss: 1.4513... Generator Loss: 0.4585 Epoch 4/8... Discriminator Loss: 1.5558... Generator Loss: 0.4026
Epoch 4/8... Discriminator Loss: 1.4875... Generator Loss: 0.4710 Epoch 4/8... Discriminator Loss: 1.3088... Generator Loss: 0.9972 Epoch 4/8... Discriminator Loss: 1.1826... Generator Loss: 0.8470 Epoch 4/8... Discriminator Loss: 1.2870... Generator Loss: 0.6757 Epoch 4/8... Discriminator Loss: 1.8783... Generator Loss: 0.2633 Epoch 4/8... Discriminator Loss: 1.6955... Generator Loss: 0.3224 Epoch 4/8... Discriminator Loss: 1.3916... Generator Loss: 0.8385 Epoch 4/8... Discriminator Loss: 1.3762... Generator Loss: 0.6241 Epoch 4/8... Discriminator Loss: 1.5232... Generator Loss: 0.4477 Epoch 4/8... Discriminator Loss: 1.5925... Generator Loss: 0.4280
Epoch 4/8... Discriminator Loss: 1.2859... Generator Loss: 0.6843 Epoch 4/8... Discriminator Loss: 1.3239... Generator Loss: 0.7659 Epoch 4/8... Discriminator Loss: 1.2061... Generator Loss: 0.9283 Epoch 4/8... Discriminator Loss: 1.3198... Generator Loss: 0.7864 Epoch 4/8... Discriminator Loss: 1.3715... Generator Loss: 0.5576 Epoch 4/8... Discriminator Loss: 1.4544... Generator Loss: 0.5455 Epoch 4/8... Discriminator Loss: 1.2901... Generator Loss: 0.7636 Epoch 4/8... Discriminator Loss: 1.6080... Generator Loss: 0.4046 Epoch 4/8... Discriminator Loss: 1.6278... Generator Loss: 0.3774 Epoch 4/8... Discriminator Loss: 1.2856... Generator Loss: 0.6558
Epoch 4/8... Discriminator Loss: 1.3087... Generator Loss: 0.7606 Epoch 4/8... Discriminator Loss: 1.2767... Generator Loss: 0.6807 Epoch 4/8... Discriminator Loss: 1.3181... Generator Loss: 0.6485 Epoch 4/8... Discriminator Loss: 1.3191... Generator Loss: 0.6350 Epoch 4/8... Discriminator Loss: 1.3231... Generator Loss: 0.6737 Epoch 4/8... Discriminator Loss: 1.3993... Generator Loss: 0.5292 Epoch 4/8... Discriminator Loss: 1.3191... Generator Loss: 0.6053 Epoch 4/8... Discriminator Loss: 1.3986... Generator Loss: 0.4960 Epoch 4/8... Discriminator Loss: 1.2044... Generator Loss: 0.9927 Epoch 4/8... Discriminator Loss: 1.2763... Generator Loss: 0.6829
Epoch 4/8... Discriminator Loss: 1.3218... Generator Loss: 0.5929 Epoch 4/8... Discriminator Loss: 1.7895... Generator Loss: 0.2949 Epoch 4/8... Discriminator Loss: 1.2677... Generator Loss: 0.6995 Epoch 4/8... Discriminator Loss: 1.5032... Generator Loss: 0.4813 Epoch 4/8... Discriminator Loss: 1.4496... Generator Loss: 0.4846 Epoch 4/8... Discriminator Loss: 2.1056... Generator Loss: 0.2143 Epoch 4/8... Discriminator Loss: 1.4094... Generator Loss: 0.6332 Epoch 4/8... Discriminator Loss: 1.5188... Generator Loss: 0.5274 Epoch 4/8... Discriminator Loss: 1.3598... Generator Loss: 0.6195 Epoch 4/8... Discriminator Loss: 1.8407... Generator Loss: 0.2868
Epoch 4/8... Discriminator Loss: 1.4927... Generator Loss: 0.4399 Epoch 4/8... Discriminator Loss: 1.3386... Generator Loss: 0.6714 Epoch 4/8... Discriminator Loss: 1.3663... Generator Loss: 0.6034 Epoch 4/8... Discriminator Loss: 1.3248... Generator Loss: 0.8303 Epoch 4/8... Discriminator Loss: 1.4628... Generator Loss: 1.0716 Epoch 4/8... Discriminator Loss: 1.7682... Generator Loss: 0.2957 Epoch 4/8... Discriminator Loss: 1.4407... Generator Loss: 0.5608 Epoch 4/8... Discriminator Loss: 1.5020... Generator Loss: 0.4662 Epoch 4/8... Discriminator Loss: 1.3032... Generator Loss: 0.7161 Epoch 4/8... Discriminator Loss: 1.4684... Generator Loss: 0.4716
Epoch 4/8... Discriminator Loss: 1.2956... Generator Loss: 0.6052 Epoch 4/8... Discriminator Loss: 1.5072... Generator Loss: 0.4230 Epoch 4/8... Discriminator Loss: 1.4224... Generator Loss: 0.4713 Epoch 4/8... Discriminator Loss: 1.2998... Generator Loss: 0.6585 Epoch 4/8... Discriminator Loss: 1.5669... Generator Loss: 0.4207 Epoch 4/8... Discriminator Loss: 1.4615... Generator Loss: 0.4809 Epoch 4/8... Discriminator Loss: 1.2009... Generator Loss: 0.9393 Epoch 4/8... Discriminator Loss: 1.3348... Generator Loss: 0.6559 Epoch 4/8... Discriminator Loss: 1.2383... Generator Loss: 1.1862 Epoch 4/8... Discriminator Loss: 1.2714... Generator Loss: 0.6219
Epoch 4/8... Discriminator Loss: 1.2181... Generator Loss: 0.6407 Epoch 4/8... Discriminator Loss: 1.5022... Generator Loss: 0.4266 Epoch 4/8... Discriminator Loss: 1.2797... Generator Loss: 0.7392 Epoch 4/8... Discriminator Loss: 1.2533... Generator Loss: 0.7369 Epoch 4/8... Discriminator Loss: 1.2850... Generator Loss: 0.6110 Epoch 4/8... Discriminator Loss: 1.2187... Generator Loss: 0.7719 Epoch 4/8... Discriminator Loss: 1.3022... Generator Loss: 0.7349 Epoch 4/8... Discriminator Loss: 1.2660... Generator Loss: 0.6349 Epoch 4/8... Discriminator Loss: 1.4320... Generator Loss: 0.5401 Epoch 4/8... Discriminator Loss: 1.3813... Generator Loss: 0.5686
Epoch 4/8... Discriminator Loss: 1.3006... Generator Loss: 0.7650 Epoch 4/8... Discriminator Loss: 1.5148... Generator Loss: 0.4670 Epoch 4/8... Discriminator Loss: 1.8158... Generator Loss: 0.2918 Epoch 4/8... Discriminator Loss: 1.3264... Generator Loss: 0.9130 Epoch 4/8... Discriminator Loss: 1.3170... Generator Loss: 0.7829 Epoch 4/8... Discriminator Loss: 1.2942... Generator Loss: 0.9364 Epoch 4/8... Discriminator Loss: 1.3371... Generator Loss: 0.5567 Epoch 4/8... Discriminator Loss: 1.4122... Generator Loss: 0.5265 Epoch 4/8... Discriminator Loss: 1.3781... Generator Loss: 0.5020 Epoch 4/8... Discriminator Loss: 1.5156... Generator Loss: 0.4532
Epoch 4/8... Discriminator Loss: 1.2509... Generator Loss: 1.0354 Epoch 4/8... Discriminator Loss: 1.7012... Generator Loss: 0.3591 Epoch 4/8... Discriminator Loss: 1.6044... Generator Loss: 0.3679 Epoch 4/8... Discriminator Loss: 1.2076... Generator Loss: 0.8947 Epoch 4/8... Discriminator Loss: 1.2658... Generator Loss: 0.6965 Epoch 4/8... Discriminator Loss: 1.2758... Generator Loss: 0.9302 Epoch 4/8... Discriminator Loss: 1.4206... Generator Loss: 0.5833 Epoch 4/8... Discriminator Loss: 1.5029... Generator Loss: 0.4511 Epoch 4/8... Discriminator Loss: 1.5665... Generator Loss: 0.3987 Epoch 4/8... Discriminator Loss: 1.3410... Generator Loss: 0.7693
Epoch 4/8... Discriminator Loss: 1.4354... Generator Loss: 0.5247 Epoch 4/8... Discriminator Loss: 1.5975... Generator Loss: 0.3521 Epoch 4/8... Discriminator Loss: 1.1976... Generator Loss: 0.7534 Epoch 4/8... Discriminator Loss: 1.4693... Generator Loss: 0.4769 Epoch 4/8... Discriminator Loss: 1.5901... Generator Loss: 0.4074 Epoch 4/8... Discriminator Loss: 1.3805... Generator Loss: 0.5088 Epoch 4/8... Discriminator Loss: 1.4730... Generator Loss: 0.4721 Epoch 4/8... Discriminator Loss: 1.1698... Generator Loss: 0.9623 Epoch 4/8... Discriminator Loss: 1.6731... Generator Loss: 0.3453 Epoch 4/8... Discriminator Loss: 1.3072... Generator Loss: 0.8089
Epoch 4/8... Discriminator Loss: 1.5222... Generator Loss: 0.4531 Epoch 4/8... Discriminator Loss: 1.3698... Generator Loss: 0.6813 Epoch 4/8... Discriminator Loss: 1.4249... Generator Loss: 0.4714 Epoch 4/8... Discriminator Loss: 1.4021... Generator Loss: 0.5421 Epoch 4/8... Discriminator Loss: 1.6698... Generator Loss: 0.3561 Epoch 4/8... Discriminator Loss: 1.2977... Generator Loss: 0.6487 Epoch 4/8... Discriminator Loss: 1.3635... Generator Loss: 0.5416 Epoch 4/8... Discriminator Loss: 1.5066... Generator Loss: 0.4466 Epoch 4/8... Discriminator Loss: 1.3511... Generator Loss: 0.5962 Epoch 4/8... Discriminator Loss: 1.2124... Generator Loss: 0.9047
Epoch 4/8... Discriminator Loss: 1.5312... Generator Loss: 0.4611 Epoch 4/8... Discriminator Loss: 1.5918... Generator Loss: 0.3995 Epoch 4/8... Discriminator Loss: 1.4947... Generator Loss: 0.4500 Epoch 4/8... Discriminator Loss: 1.2695... Generator Loss: 0.7204 Epoch 4/8... Discriminator Loss: 1.3906... Generator Loss: 0.5523 Epoch 4/8... Discriminator Loss: 1.3937... Generator Loss: 0.5582 Epoch 4/8... Discriminator Loss: 1.4240... Generator Loss: 0.4826 Epoch 4/8... Discriminator Loss: 1.2061... Generator Loss: 1.1086 Epoch 4/8... Discriminator Loss: 1.3414... Generator Loss: 0.7601 Epoch 4/8... Discriminator Loss: 1.4551... Generator Loss: 0.5021
Epoch 4/8... Discriminator Loss: 1.3842... Generator Loss: 0.6602 Epoch 4/8... Discriminator Loss: 1.3989... Generator Loss: 0.5382 Epoch 4/8... Discriminator Loss: 1.4916... Generator Loss: 1.5924 Epoch 4/8... Discriminator Loss: 1.5563... Generator Loss: 0.3917 Epoch 4/8... Discriminator Loss: 1.4539... Generator Loss: 0.4670 Epoch 4/8... Discriminator Loss: 1.4230... Generator Loss: 0.5047 Epoch 4/8... Discriminator Loss: 1.4326... Generator Loss: 0.4537 Epoch 4/8... Discriminator Loss: 1.3858... Generator Loss: 0.5406 Epoch 4/8... Discriminator Loss: 1.2703... Generator Loss: 0.7692 Epoch 4/8... Discriminator Loss: 1.3230... Generator Loss: 0.8896
Epoch 4/8... Discriminator Loss: 1.3099... Generator Loss: 1.2991 Epoch 4/8... Discriminator Loss: 1.7482... Generator Loss: 0.3105 Epoch 4/8... Discriminator Loss: 1.3014... Generator Loss: 0.7332 Epoch 4/8... Discriminator Loss: 1.2817... Generator Loss: 0.9632 Epoch 4/8... Discriminator Loss: 1.4203... Generator Loss: 0.4981 Epoch 4/8... Discriminator Loss: 1.2856... Generator Loss: 0.7009 Epoch 4/8... Discriminator Loss: 1.4634... Generator Loss: 1.3002 Epoch 4/8... Discriminator Loss: 1.4822... Generator Loss: 0.4544 Epoch 4/8... Discriminator Loss: 1.2534... Generator Loss: 1.0150 Epoch 4/8... Discriminator Loss: 1.2804... Generator Loss: 0.8704
Epoch 4/8... Discriminator Loss: 1.2890... Generator Loss: 0.6344 Epoch 4/8... Discriminator Loss: 1.5667... Generator Loss: 0.4052 Epoch 4/8... Discriminator Loss: 1.3800... Generator Loss: 0.5895 Epoch 4/8... Discriminator Loss: 1.4302... Generator Loss: 0.6929 Epoch 4/8... Discriminator Loss: 1.1943... Generator Loss: 0.9506 Epoch 4/8... Discriminator Loss: 1.3452... Generator Loss: 1.0874 Epoch 4/8... Discriminator Loss: 1.2519... Generator Loss: 0.7197 Epoch 4/8... Discriminator Loss: 1.3292... Generator Loss: 0.7138 Epoch 4/8... Discriminator Loss: 1.6934... Generator Loss: 0.3301 Epoch 4/8... Discriminator Loss: 1.2701... Generator Loss: 0.8028
Epoch 4/8... Discriminator Loss: 1.1914... Generator Loss: 0.9232 Epoch 4/8... Discriminator Loss: 1.5218... Generator Loss: 0.4286 Epoch 4/8... Discriminator Loss: 1.4598... Generator Loss: 0.5228 Epoch 4/8... Discriminator Loss: 1.5590... Generator Loss: 0.4174 Epoch 4/8... Discriminator Loss: 1.2349... Generator Loss: 0.9880 Epoch 4/8... Discriminator Loss: 1.4411... Generator Loss: 0.4838 Epoch 4/8... Discriminator Loss: 1.1824... Generator Loss: 0.8262 Epoch 4/8... Discriminator Loss: 1.6455... Generator Loss: 0.3512 Epoch 4/8... Discriminator Loss: 1.2734... Generator Loss: 0.8321 Epoch 4/8... Discriminator Loss: 1.3294... Generator Loss: 0.6641
Epoch 4/8... Discriminator Loss: 1.4968... Generator Loss: 0.4377 Epoch 4/8... Discriminator Loss: 1.2042... Generator Loss: 0.7993 Epoch 4/8... Discriminator Loss: 1.3628... Generator Loss: 0.5971 Epoch 4/8... Discriminator Loss: 1.4386... Generator Loss: 0.4828 Epoch 4/8... Discriminator Loss: 1.8291... Generator Loss: 0.2756 Epoch 4/8... Discriminator Loss: 1.6013... Generator Loss: 0.3923 Epoch 4/8... Discriminator Loss: 1.6153... Generator Loss: 0.3610 Epoch 4/8... Discriminator Loss: 1.3834... Generator Loss: 0.5397 Epoch 4/8... Discriminator Loss: 1.6625... Generator Loss: 0.3676 Epoch 4/8... Discriminator Loss: 1.3756... Generator Loss: 0.5324
Epoch 4/8... Discriminator Loss: 1.4777... Generator Loss: 0.4286 Epoch 4/8... Discriminator Loss: 1.3530... Generator Loss: 0.6086 Epoch 4/8... Discriminator Loss: 1.2172... Generator Loss: 0.7768 Epoch 4/8... Discriminator Loss: 1.4547... Generator Loss: 0.4452 Epoch 4/8... Discriminator Loss: 1.4525... Generator Loss: 0.4472 Epoch 4/8... Discriminator Loss: 1.4272... Generator Loss: 0.5290 Epoch 5/8... Discriminator Loss: 1.2468... Generator Loss: 1.1217 Epoch 5/8... Discriminator Loss: 1.2770... Generator Loss: 0.6435 Epoch 5/8... Discriminator Loss: 1.3260... Generator Loss: 0.7388 Epoch 5/8... Discriminator Loss: 1.6011... Generator Loss: 0.3957
Epoch 5/8... Discriminator Loss: 1.2578... Generator Loss: 1.0014 Epoch 5/8... Discriminator Loss: 1.9229... Generator Loss: 0.2398 Epoch 5/8... Discriminator Loss: 1.4495... Generator Loss: 0.4629 Epoch 5/8... Discriminator Loss: 1.2554... Generator Loss: 0.7342 Epoch 5/8... Discriminator Loss: 1.3397... Generator Loss: 0.6334 Epoch 5/8... Discriminator Loss: 1.4233... Generator Loss: 0.5356 Epoch 5/8... Discriminator Loss: 1.1871... Generator Loss: 0.8712 Epoch 5/8... Discriminator Loss: 1.3430... Generator Loss: 0.7219 Epoch 5/8... Discriminator Loss: 1.5664... Generator Loss: 0.3878 Epoch 5/8... Discriminator Loss: 1.6689... Generator Loss: 0.3427
Epoch 5/8... Discriminator Loss: 1.6960... Generator Loss: 0.3301 Epoch 5/8... Discriminator Loss: 1.4537... Generator Loss: 0.5160 Epoch 5/8... Discriminator Loss: 1.2670... Generator Loss: 0.7935 Epoch 5/8... Discriminator Loss: 1.4374... Generator Loss: 0.5045 Epoch 5/8... Discriminator Loss: 1.6257... Generator Loss: 0.4046 Epoch 5/8... Discriminator Loss: 1.1845... Generator Loss: 0.8321 Epoch 5/8... Discriminator Loss: 1.3463... Generator Loss: 0.7053 Epoch 5/8... Discriminator Loss: 1.3008... Generator Loss: 1.0525 Epoch 5/8... Discriminator Loss: 1.2595... Generator Loss: 0.6939 Epoch 5/8... Discriminator Loss: 1.3925... Generator Loss: 0.5683
Epoch 5/8... Discriminator Loss: 1.2732... Generator Loss: 0.7061 Epoch 5/8... Discriminator Loss: 1.3779... Generator Loss: 0.5312 Epoch 5/8... Discriminator Loss: 1.3586... Generator Loss: 0.6380 Epoch 5/8... Discriminator Loss: 1.5192... Generator Loss: 0.4193 Epoch 5/8... Discriminator Loss: 1.2624... Generator Loss: 0.7100 Epoch 5/8... Discriminator Loss: 1.1645... Generator Loss: 0.9915 Epoch 5/8... Discriminator Loss: 1.3093... Generator Loss: 1.0520 Epoch 5/8... Discriminator Loss: 1.7465... Generator Loss: 0.3397 Epoch 5/8... Discriminator Loss: 1.3420... Generator Loss: 0.6222 Epoch 5/8... Discriminator Loss: 1.4160... Generator Loss: 0.5950
Epoch 5/8... Discriminator Loss: 1.5795... Generator Loss: 0.3829 Epoch 5/8... Discriminator Loss: 1.1664... Generator Loss: 1.4025 Epoch 5/8... Discriminator Loss: 1.5181... Generator Loss: 0.4656 Epoch 5/8... Discriminator Loss: 1.4088... Generator Loss: 0.5254 Epoch 5/8... Discriminator Loss: 1.4193... Generator Loss: 0.4908 Epoch 5/8... Discriminator Loss: 1.4675... Generator Loss: 0.4690 Epoch 5/8... Discriminator Loss: 1.5511... Generator Loss: 0.4224 Epoch 5/8... Discriminator Loss: 1.2513... Generator Loss: 0.7863 Epoch 5/8... Discriminator Loss: 1.2509... Generator Loss: 1.0319 Epoch 5/8... Discriminator Loss: 1.2769... Generator Loss: 0.7239
Epoch 5/8... Discriminator Loss: 1.2474... Generator Loss: 0.7643 Epoch 5/8... Discriminator Loss: 1.5361... Generator Loss: 0.4171 Epoch 5/8... Discriminator Loss: 1.2638... Generator Loss: 0.7849 Epoch 5/8... Discriminator Loss: 1.7058... Generator Loss: 0.3425 Epoch 5/8... Discriminator Loss: 1.2423... Generator Loss: 1.0290 Epoch 5/8... Discriminator Loss: 1.6630... Generator Loss: 0.3451 Epoch 5/8... Discriminator Loss: 1.2865... Generator Loss: 0.6195 Epoch 5/8... Discriminator Loss: 1.3213... Generator Loss: 0.6738 Epoch 5/8... Discriminator Loss: 1.2962... Generator Loss: 0.7105 Epoch 5/8... Discriminator Loss: 1.3127... Generator Loss: 1.1413
Epoch 5/8... Discriminator Loss: 1.3655... Generator Loss: 0.6442 Epoch 5/8... Discriminator Loss: 1.2864... Generator Loss: 0.8343 Epoch 5/8... Discriminator Loss: 1.4942... Generator Loss: 0.4709 Epoch 5/8... Discriminator Loss: 1.2322... Generator Loss: 1.1404 Epoch 5/8... Discriminator Loss: 1.3703... Generator Loss: 1.3782 Epoch 5/8... Discriminator Loss: 1.3493... Generator Loss: 0.6713 Epoch 5/8... Discriminator Loss: 1.3254... Generator Loss: 0.6612 Epoch 5/8... Discriminator Loss: 1.5429... Generator Loss: 0.3899 Epoch 5/8... Discriminator Loss: 1.3018... Generator Loss: 0.7957 Epoch 5/8... Discriminator Loss: 1.3073... Generator Loss: 0.6662
Epoch 5/8... Discriminator Loss: 1.3602... Generator Loss: 0.6686 Epoch 5/8... Discriminator Loss: 1.4391... Generator Loss: 0.5251 Epoch 5/8... Discriminator Loss: 1.7363... Generator Loss: 0.3260 Epoch 5/8... Discriminator Loss: 1.4549... Generator Loss: 0.4775 Epoch 5/8... Discriminator Loss: 1.4300... Generator Loss: 0.4948 Epoch 5/8... Discriminator Loss: 1.6808... Generator Loss: 0.3508 Epoch 5/8... Discriminator Loss: 1.3546... Generator Loss: 0.6085 Epoch 5/8... Discriminator Loss: 1.3052... Generator Loss: 0.6518 Epoch 5/8... Discriminator Loss: 1.6180... Generator Loss: 0.3482 Epoch 5/8... Discriminator Loss: 1.3035... Generator Loss: 1.2716
Epoch 5/8... Discriminator Loss: 1.5428... Generator Loss: 0.4194 Epoch 5/8... Discriminator Loss: 1.3810... Generator Loss: 0.5172 Epoch 5/8... Discriminator Loss: 1.5589... Generator Loss: 0.3801 Epoch 5/8... Discriminator Loss: 1.3729... Generator Loss: 0.5806 Epoch 5/8... Discriminator Loss: 1.2462... Generator Loss: 0.8588 Epoch 5/8... Discriminator Loss: 1.3892... Generator Loss: 1.4454 Epoch 5/8... Discriminator Loss: 1.5833... Generator Loss: 0.3925 Epoch 5/8... Discriminator Loss: 1.4246... Generator Loss: 0.5210 Epoch 5/8... Discriminator Loss: 1.2205... Generator Loss: 0.8716 Epoch 5/8... Discriminator Loss: 1.3605... Generator Loss: 0.6078
Epoch 5/8... Discriminator Loss: 1.5142... Generator Loss: 0.4030 Epoch 5/8... Discriminator Loss: 1.3670... Generator Loss: 0.8319 Epoch 5/8... Discriminator Loss: 1.3809... Generator Loss: 0.5538 Epoch 5/8... Discriminator Loss: 1.3022... Generator Loss: 0.6918 Epoch 5/8... Discriminator Loss: 1.3149... Generator Loss: 1.0461 Epoch 5/8... Discriminator Loss: 1.4092... Generator Loss: 0.5422 Epoch 5/8... Discriminator Loss: 1.4762... Generator Loss: 0.4752 Epoch 5/8... Discriminator Loss: 1.2976... Generator Loss: 0.8784 Epoch 5/8... Discriminator Loss: 1.4582... Generator Loss: 0.5593 Epoch 5/8... Discriminator Loss: 1.6504... Generator Loss: 0.3460
Epoch 5/8... Discriminator Loss: 1.4363... Generator Loss: 0.4643 Epoch 5/8... Discriminator Loss: 1.5872... Generator Loss: 0.3831 Epoch 5/8... Discriminator Loss: 1.4889... Generator Loss: 0.4286 Epoch 5/8... Discriminator Loss: 1.6259... Generator Loss: 0.3708 Epoch 5/8... Discriminator Loss: 1.2178... Generator Loss: 1.0932 Epoch 5/8... Discriminator Loss: 1.4786... Generator Loss: 0.4824 Epoch 5/8... Discriminator Loss: 1.3396... Generator Loss: 0.5488 Epoch 5/8... Discriminator Loss: 1.3918... Generator Loss: 0.5729 Epoch 5/8... Discriminator Loss: 1.7200... Generator Loss: 0.3039 Epoch 5/8... Discriminator Loss: 1.6442... Generator Loss: 0.3798
Epoch 5/8... Discriminator Loss: 1.3177... Generator Loss: 0.6705 Epoch 5/8... Discriminator Loss: 1.3319... Generator Loss: 0.8703 Epoch 5/8... Discriminator Loss: 1.4114... Generator Loss: 0.5562 Epoch 5/8... Discriminator Loss: 1.3202... Generator Loss: 0.7625 Epoch 5/8... Discriminator Loss: 1.4203... Generator Loss: 0.5515 Epoch 5/8... Discriminator Loss: 1.4298... Generator Loss: 0.5217 Epoch 5/8... Discriminator Loss: 1.5407... Generator Loss: 0.4088 Epoch 5/8... Discriminator Loss: 1.2446... Generator Loss: 0.8711 Epoch 5/8... Discriminator Loss: 1.3245... Generator Loss: 0.7008 Epoch 5/8... Discriminator Loss: 1.2573... Generator Loss: 1.0179
Epoch 5/8... Discriminator Loss: 1.5926... Generator Loss: 0.3951 Epoch 5/8... Discriminator Loss: 1.4899... Generator Loss: 0.4800 Epoch 5/8... Discriminator Loss: 1.6314... Generator Loss: 0.3591 Epoch 5/8... Discriminator Loss: 1.4013... Generator Loss: 0.5525 Epoch 5/8... Discriminator Loss: 1.3076... Generator Loss: 0.5521 Epoch 5/8... Discriminator Loss: 1.4431... Generator Loss: 0.4962 Epoch 5/8... Discriminator Loss: 1.1962... Generator Loss: 0.7930 Epoch 5/8... Discriminator Loss: 1.2755... Generator Loss: 0.6648 Epoch 5/8... Discriminator Loss: 1.2275... Generator Loss: 0.7941 Epoch 5/8... Discriminator Loss: 1.3306... Generator Loss: 1.2298
Epoch 5/8... Discriminator Loss: 1.4170... Generator Loss: 0.5056 Epoch 5/8... Discriminator Loss: 1.3723... Generator Loss: 0.6048 Epoch 5/8... Discriminator Loss: 1.3182... Generator Loss: 0.5676 Epoch 5/8... Discriminator Loss: 1.2685... Generator Loss: 0.7633 Epoch 5/8... Discriminator Loss: 1.8748... Generator Loss: 0.2541 Epoch 5/8... Discriminator Loss: 1.1945... Generator Loss: 0.9281 Epoch 5/8... Discriminator Loss: 1.2619... Generator Loss: 1.0496 Epoch 5/8... Discriminator Loss: 1.4722... Generator Loss: 0.5215 Epoch 5/8... Discriminator Loss: 1.5705... Generator Loss: 0.3843 Epoch 5/8... Discriminator Loss: 1.5875... Generator Loss: 0.3683
Epoch 5/8... Discriminator Loss: 1.2380... Generator Loss: 0.7730 Epoch 5/8... Discriminator Loss: 1.4003... Generator Loss: 0.4872 Epoch 5/8... Discriminator Loss: 1.3626... Generator Loss: 0.8398 Epoch 5/8... Discriminator Loss: 1.7586... Generator Loss: 0.3051 Epoch 5/8... Discriminator Loss: 1.4525... Generator Loss: 0.4971 Epoch 5/8... Discriminator Loss: 1.4367... Generator Loss: 0.4412 Epoch 5/8... Discriminator Loss: 1.2038... Generator Loss: 1.0364 Epoch 5/8... Discriminator Loss: 1.6800... Generator Loss: 0.3482 Epoch 5/8... Discriminator Loss: 1.3865... Generator Loss: 0.5334 Epoch 5/8... Discriminator Loss: 1.6802... Generator Loss: 0.3428
Epoch 5/8... Discriminator Loss: 1.3603... Generator Loss: 0.6572 Epoch 5/8... Discriminator Loss: 1.6497... Generator Loss: 0.3529 Epoch 5/8... Discriminator Loss: 1.3333... Generator Loss: 0.6959 Epoch 5/8... Discriminator Loss: 1.3931... Generator Loss: 0.8435 Epoch 5/8... Discriminator Loss: 1.4028... Generator Loss: 0.4993 Epoch 5/8... Discriminator Loss: 1.4860... Generator Loss: 0.4793 Epoch 5/8... Discriminator Loss: 1.6698... Generator Loss: 0.3475 Epoch 5/8... Discriminator Loss: 1.6103... Generator Loss: 0.3807 Epoch 5/8... Discriminator Loss: 1.2443... Generator Loss: 0.8655 Epoch 5/8... Discriminator Loss: 1.2237... Generator Loss: 1.1176
Epoch 5/8... Discriminator Loss: 1.7152... Generator Loss: 0.3342 Epoch 5/8... Discriminator Loss: 1.3498... Generator Loss: 0.6483 Epoch 5/8... Discriminator Loss: 1.3394... Generator Loss: 0.8668 Epoch 5/8... Discriminator Loss: 1.3082... Generator Loss: 0.6963 Epoch 5/8... Discriminator Loss: 1.1908... Generator Loss: 0.7695 Epoch 5/8... Discriminator Loss: 1.4334... Generator Loss: 0.5362 Epoch 5/8... Discriminator Loss: 1.7225... Generator Loss: 0.3370 Epoch 5/8... Discriminator Loss: 1.1125... Generator Loss: 0.9455 Epoch 5/8... Discriminator Loss: 1.2506... Generator Loss: 1.5024 Epoch 5/8... Discriminator Loss: 1.2736... Generator Loss: 0.9441
Epoch 5/8... Discriminator Loss: 1.3593... Generator Loss: 0.6854 Epoch 5/8... Discriminator Loss: 1.2611... Generator Loss: 1.2064 Epoch 5/8... Discriminator Loss: 1.2700... Generator Loss: 0.7319 Epoch 5/8... Discriminator Loss: 1.7884... Generator Loss: 0.3059 Epoch 5/8... Discriminator Loss: 1.3114... Generator Loss: 0.6399 Epoch 5/8... Discriminator Loss: 1.2083... Generator Loss: 0.8265 Epoch 5/8... Discriminator Loss: 1.4572... Generator Loss: 0.5707 Epoch 5/8... Discriminator Loss: 1.6687... Generator Loss: 0.3305 Epoch 5/8... Discriminator Loss: 1.3642... Generator Loss: 0.5540 Epoch 5/8... Discriminator Loss: 1.3756... Generator Loss: 0.6460
Epoch 5/8... Discriminator Loss: 1.6993... Generator Loss: 0.3255 Epoch 5/8... Discriminator Loss: 1.2744... Generator Loss: 0.8047 Epoch 5/8... Discriminator Loss: 2.0486... Generator Loss: 0.2230 Epoch 5/8... Discriminator Loss: 1.5071... Generator Loss: 0.4031 Epoch 5/8... Discriminator Loss: 1.1590... Generator Loss: 1.0430 Epoch 5/8... Discriminator Loss: 1.3036... Generator Loss: 0.7484 Epoch 5/8... Discriminator Loss: 1.2570... Generator Loss: 0.8508 Epoch 5/8... Discriminator Loss: 1.3937... Generator Loss: 0.5553 Epoch 5/8... Discriminator Loss: 1.6543... Generator Loss: 0.3625 Epoch 5/8... Discriminator Loss: 1.3583... Generator Loss: 0.5787
Epoch 5/8... Discriminator Loss: 1.2838... Generator Loss: 0.8257 Epoch 5/8... Discriminator Loss: 1.1794... Generator Loss: 0.7548 Epoch 5/8... Discriminator Loss: 1.2460... Generator Loss: 0.6492 Epoch 5/8... Discriminator Loss: 1.3857... Generator Loss: 0.5539 Epoch 5/8... Discriminator Loss: 1.2801... Generator Loss: 1.1673 Epoch 5/8... Discriminator Loss: 1.2182... Generator Loss: 0.8658 Epoch 5/8... Discriminator Loss: 1.3451... Generator Loss: 0.5870 Epoch 5/8... Discriminator Loss: 1.2726... Generator Loss: 0.7365 Epoch 5/8... Discriminator Loss: 1.3823... Generator Loss: 1.1163 Epoch 5/8... Discriminator Loss: 1.3501... Generator Loss: 0.5525
Epoch 5/8... Discriminator Loss: 1.3804... Generator Loss: 0.5607 Epoch 5/8... Discriminator Loss: 1.3721... Generator Loss: 0.5780 Epoch 5/8... Discriminator Loss: 1.2882... Generator Loss: 0.9211 Epoch 5/8... Discriminator Loss: 1.2742... Generator Loss: 0.6769 Epoch 5/8... Discriminator Loss: 1.1734... Generator Loss: 1.1726 Epoch 5/8... Discriminator Loss: 1.3209... Generator Loss: 0.5973 Epoch 5/8... Discriminator Loss: 1.2266... Generator Loss: 0.7627 Epoch 5/8... Discriminator Loss: 1.2343... Generator Loss: 0.7261 Epoch 5/8... Discriminator Loss: 1.3685... Generator Loss: 0.5204 Epoch 5/8... Discriminator Loss: 1.3175... Generator Loss: 0.6135
Epoch 5/8... Discriminator Loss: 1.3294... Generator Loss: 0.6807 Epoch 5/8... Discriminator Loss: 1.2321... Generator Loss: 0.8281 Epoch 5/8... Discriminator Loss: 1.2799... Generator Loss: 0.6163 Epoch 5/8... Discriminator Loss: 1.3770... Generator Loss: 0.6983 Epoch 5/8... Discriminator Loss: 1.2148... Generator Loss: 0.7166 Epoch 5/8... Discriminator Loss: 1.3512... Generator Loss: 1.0221 Epoch 5/8... Discriminator Loss: 1.1849... Generator Loss: 1.2713 Epoch 5/8... Discriminator Loss: 1.3284... Generator Loss: 0.6414 Epoch 5/8... Discriminator Loss: 1.2541... Generator Loss: 0.8352 Epoch 5/8... Discriminator Loss: 1.2931... Generator Loss: 0.6768
Epoch 5/8... Discriminator Loss: 1.2913... Generator Loss: 0.9562 Epoch 5/8... Discriminator Loss: 1.2966... Generator Loss: 0.5893 Epoch 5/8... Discriminator Loss: 1.3509... Generator Loss: 0.6114 Epoch 5/8... Discriminator Loss: 1.2426... Generator Loss: 1.1007 Epoch 5/8... Discriminator Loss: 1.4323... Generator Loss: 0.5093 Epoch 5/8... Discriminator Loss: 1.4717... Generator Loss: 0.4443 Epoch 5/8... Discriminator Loss: 1.3403... Generator Loss: 0.6546 Epoch 5/8... Discriminator Loss: 1.4579... Generator Loss: 0.5139 Epoch 5/8... Discriminator Loss: 1.3089... Generator Loss: 0.8844 Epoch 5/8... Discriminator Loss: 1.2891... Generator Loss: 0.6623
Epoch 5/8... Discriminator Loss: 1.4833... Generator Loss: 0.4478 Epoch 5/8... Discriminator Loss: 1.4222... Generator Loss: 0.5595 Epoch 5/8... Discriminator Loss: 1.4032... Generator Loss: 0.5039 Epoch 5/8... Discriminator Loss: 1.6771... Generator Loss: 0.3402 Epoch 5/8... Discriminator Loss: 1.4889... Generator Loss: 0.4701 Epoch 5/8... Discriminator Loss: 1.3928... Generator Loss: 0.5622 Epoch 5/8... Discriminator Loss: 1.2291... Generator Loss: 0.7255 Epoch 5/8... Discriminator Loss: 1.2583... Generator Loss: 0.8063 Epoch 5/8... Discriminator Loss: 1.7265... Generator Loss: 0.3653 Epoch 5/8... Discriminator Loss: 1.5378... Generator Loss: 0.4431
Epoch 5/8... Discriminator Loss: 1.3047... Generator Loss: 0.6787 Epoch 5/8... Discriminator Loss: 1.3322... Generator Loss: 0.5601 Epoch 5/8... Discriminator Loss: 1.2857... Generator Loss: 0.7451 Epoch 5/8... Discriminator Loss: 1.1849... Generator Loss: 0.9669 Epoch 5/8... Discriminator Loss: 1.2732... Generator Loss: 0.8252 Epoch 5/8... Discriminator Loss: 1.1897... Generator Loss: 0.7463 Epoch 5/8... Discriminator Loss: 1.5733... Generator Loss: 0.4081 Epoch 5/8... Discriminator Loss: 1.2293... Generator Loss: 0.9944 Epoch 5/8... Discriminator Loss: 1.2609... Generator Loss: 1.0103 Epoch 5/8... Discriminator Loss: 1.3947... Generator Loss: 0.7094
Epoch 5/8... Discriminator Loss: 1.2985... Generator Loss: 0.6066 Epoch 5/8... Discriminator Loss: 1.2915... Generator Loss: 0.7626 Epoch 5/8... Discriminator Loss: 1.4093... Generator Loss: 0.5440 Epoch 5/8... Discriminator Loss: 1.2240... Generator Loss: 0.7990 Epoch 5/8... Discriminator Loss: 1.3149... Generator Loss: 0.6241 Epoch 5/8... Discriminator Loss: 1.4663... Generator Loss: 0.5536 Epoch 5/8... Discriminator Loss: 1.3881... Generator Loss: 1.0382 Epoch 5/8... Discriminator Loss: 1.5112... Generator Loss: 0.4657 Epoch 5/8... Discriminator Loss: 1.3506... Generator Loss: 0.8267 Epoch 5/8... Discriminator Loss: 1.5065... Generator Loss: 0.4835
Epoch 5/8... Discriminator Loss: 1.7282... Generator Loss: 0.3072 Epoch 5/8... Discriminator Loss: 1.6354... Generator Loss: 0.3793 Epoch 5/8... Discriminator Loss: 1.4770... Generator Loss: 0.5192 Epoch 5/8... Discriminator Loss: 1.3900... Generator Loss: 0.5838 Epoch 5/8... Discriminator Loss: 1.4327... Generator Loss: 0.4706 Epoch 5/8... Discriminator Loss: 1.6024... Generator Loss: 0.3665 Epoch 5/8... Discriminator Loss: 1.5962... Generator Loss: 0.4384 Epoch 5/8... Discriminator Loss: 1.2056... Generator Loss: 0.7754 Epoch 5/8... Discriminator Loss: 1.4283... Generator Loss: 0.5545 Epoch 5/8... Discriminator Loss: 1.5549... Generator Loss: 0.4049
Epoch 5/8... Discriminator Loss: 1.2100... Generator Loss: 0.8117 Epoch 5/8... Discriminator Loss: 1.5360... Generator Loss: 0.5244 Epoch 5/8... Discriminator Loss: 1.5407... Generator Loss: 0.3846 Epoch 5/8... Discriminator Loss: 1.5643... Generator Loss: 0.3887 Epoch 5/8... Discriminator Loss: 1.3693... Generator Loss: 0.5482 Epoch 5/8... Discriminator Loss: 1.3318... Generator Loss: 0.5798 Epoch 5/8... Discriminator Loss: 1.1421... Generator Loss: 0.9178 Epoch 5/8... Discriminator Loss: 1.2242... Generator Loss: 0.7611 Epoch 5/8... Discriminator Loss: 1.3254... Generator Loss: 0.6147 Epoch 5/8... Discriminator Loss: 1.2552... Generator Loss: 1.1058
Epoch 5/8... Discriminator Loss: 1.5795... Generator Loss: 0.3921 Epoch 5/8... Discriminator Loss: 1.4692... Generator Loss: 0.4648 Epoch 5/8... Discriminator Loss: 1.7171... Generator Loss: 0.3320 Epoch 5/8... Discriminator Loss: 1.5253... Generator Loss: 0.4503 Epoch 5/8... Discriminator Loss: 1.3593... Generator Loss: 0.6500 Epoch 5/8... Discriminator Loss: 1.6690... Generator Loss: 0.3584 Epoch 5/8... Discriminator Loss: 1.4558... Generator Loss: 0.5195 Epoch 5/8... Discriminator Loss: 1.3065... Generator Loss: 0.5812 Epoch 5/8... Discriminator Loss: 1.6050... Generator Loss: 0.3888 Epoch 5/8... Discriminator Loss: 1.3815... Generator Loss: 0.5686
Epoch 5/8... Discriminator Loss: 1.2497... Generator Loss: 0.7654 Epoch 5/8... Discriminator Loss: 1.3011... Generator Loss: 0.6526 Epoch 5/8... Discriminator Loss: 1.4317... Generator Loss: 0.5013 Epoch 5/8... Discriminator Loss: 1.2694... Generator Loss: 0.6504 Epoch 5/8... Discriminator Loss: 1.5378... Generator Loss: 0.4250 Epoch 5/8... Discriminator Loss: 1.3083... Generator Loss: 0.8652 Epoch 5/8... Discriminator Loss: 1.3070... Generator Loss: 0.7725 Epoch 5/8... Discriminator Loss: 1.3351... Generator Loss: 0.7216 Epoch 5/8... Discriminator Loss: 1.2877... Generator Loss: 0.6523 Epoch 5/8... Discriminator Loss: 1.2977... Generator Loss: 0.6661
Epoch 5/8... Discriminator Loss: 1.4857... Generator Loss: 0.5248 Epoch 5/8... Discriminator Loss: 1.2237... Generator Loss: 0.9969 Epoch 5/8... Discriminator Loss: 1.2333... Generator Loss: 1.2786 Epoch 5/8... Discriminator Loss: 1.2253... Generator Loss: 0.8780 Epoch 5/8... Discriminator Loss: 1.3621... Generator Loss: 0.6148 Epoch 5/8... Discriminator Loss: 1.6474... Generator Loss: 0.3783 Epoch 5/8... Discriminator Loss: 1.2918... Generator Loss: 0.6335 Epoch 5/8... Discriminator Loss: 1.2210... Generator Loss: 1.0799 Epoch 5/8... Discriminator Loss: 1.2450... Generator Loss: 0.8678 Epoch 5/8... Discriminator Loss: 1.5183... Generator Loss: 0.4343
Epoch 5/8... Discriminator Loss: 1.3684... Generator Loss: 0.8195 Epoch 5/8... Discriminator Loss: 1.4953... Generator Loss: 0.4107 Epoch 5/8... Discriminator Loss: 1.3784... Generator Loss: 0.6351 Epoch 5/8... Discriminator Loss: 1.3330... Generator Loss: 1.1397 Epoch 5/8... Discriminator Loss: 1.3432... Generator Loss: 0.6292 Epoch 5/8... Discriminator Loss: 1.6017... Generator Loss: 0.3721 Epoch 5/8... Discriminator Loss: 1.4469... Generator Loss: 0.4884 Epoch 5/8... Discriminator Loss: 1.3261... Generator Loss: 0.5849 Epoch 5/8... Discriminator Loss: 1.4827... Generator Loss: 0.4428 Epoch 5/8... Discriminator Loss: 1.3351... Generator Loss: 0.6352
Epoch 5/8... Discriminator Loss: 1.2691... Generator Loss: 0.9451 Epoch 5/8... Discriminator Loss: 1.3512... Generator Loss: 0.6589 Epoch 6/8... Discriminator Loss: 1.3123... Generator Loss: 0.8303 Epoch 6/8... Discriminator Loss: 1.3700... Generator Loss: 0.7427 Epoch 6/8... Discriminator Loss: 1.3401... Generator Loss: 0.7080 Epoch 6/8... Discriminator Loss: 1.4536... Generator Loss: 0.5330 Epoch 6/8... Discriminator Loss: 1.4649... Generator Loss: 0.4760 Epoch 6/8... Discriminator Loss: 1.4066... Generator Loss: 0.6016 Epoch 6/8... Discriminator Loss: 1.4771... Generator Loss: 0.4874 Epoch 6/8... Discriminator Loss: 1.3094... Generator Loss: 0.7747
Epoch 6/8... Discriminator Loss: 1.5345... Generator Loss: 0.4202 Epoch 6/8... Discriminator Loss: 1.4668... Generator Loss: 0.4428 Epoch 6/8... Discriminator Loss: 1.3420... Generator Loss: 0.7248 Epoch 6/8... Discriminator Loss: 1.4863... Generator Loss: 0.5012 Epoch 6/8... Discriminator Loss: 1.3558... Generator Loss: 0.6822 Epoch 6/8... Discriminator Loss: 1.2725... Generator Loss: 0.7279 Epoch 6/8... Discriminator Loss: 1.3400... Generator Loss: 0.6218 Epoch 6/8... Discriminator Loss: 1.4525... Generator Loss: 0.5273 Epoch 6/8... Discriminator Loss: 1.7183... Generator Loss: 0.3189 Epoch 6/8... Discriminator Loss: 1.3319... Generator Loss: 1.0199
Epoch 6/8... Discriminator Loss: 1.2701... Generator Loss: 0.6201 Epoch 6/8... Discriminator Loss: 1.4617... Generator Loss: 0.4831 Epoch 6/8... Discriminator Loss: 1.4837... Generator Loss: 0.5049 Epoch 6/8... Discriminator Loss: 1.3815... Generator Loss: 0.6167 Epoch 6/8... Discriminator Loss: 1.5927... Generator Loss: 0.3969 Epoch 6/8... Discriminator Loss: 1.2888... Generator Loss: 0.8349 Epoch 6/8... Discriminator Loss: 1.4504... Generator Loss: 0.5250 Epoch 6/8... Discriminator Loss: 1.3742... Generator Loss: 0.5943 Epoch 6/8... Discriminator Loss: 1.2616... Generator Loss: 0.7987 Epoch 6/8... Discriminator Loss: 1.4105... Generator Loss: 0.5009
Epoch 6/8... Discriminator Loss: 1.5653... Generator Loss: 0.4120 Epoch 6/8... Discriminator Loss: 1.3917... Generator Loss: 0.5824 Epoch 6/8... Discriminator Loss: 1.2523... Generator Loss: 0.7150 Epoch 6/8... Discriminator Loss: 1.2338... Generator Loss: 0.6933 Epoch 6/8... Discriminator Loss: 1.3250... Generator Loss: 0.6832 Epoch 6/8... Discriminator Loss: 1.4163... Generator Loss: 0.5058 Epoch 6/8... Discriminator Loss: 1.6047... Generator Loss: 0.3888 Epoch 6/8... Discriminator Loss: 1.3495... Generator Loss: 0.6892 Epoch 6/8... Discriminator Loss: 1.4578... Generator Loss: 0.5112 Epoch 6/8... Discriminator Loss: 1.3695... Generator Loss: 0.5818
Epoch 6/8... Discriminator Loss: 1.4299... Generator Loss: 0.5175 Epoch 6/8... Discriminator Loss: 1.3976... Generator Loss: 0.5322 Epoch 6/8... Discriminator Loss: 1.2623... Generator Loss: 0.7288 Epoch 6/8... Discriminator Loss: 1.5687... Generator Loss: 0.3967 Epoch 6/8... Discriminator Loss: 1.4010... Generator Loss: 0.5856 Epoch 6/8... Discriminator Loss: 1.7235... Generator Loss: 0.3231 Epoch 6/8... Discriminator Loss: 1.2811... Generator Loss: 0.6666 Epoch 6/8... Discriminator Loss: 1.3381... Generator Loss: 0.7266 Epoch 6/8... Discriminator Loss: 1.3793... Generator Loss: 0.5624 Epoch 6/8... Discriminator Loss: 1.2669... Generator Loss: 0.6393
Epoch 6/8... Discriminator Loss: 1.4103... Generator Loss: 0.5708 Epoch 6/8... Discriminator Loss: 1.2743... Generator Loss: 0.7982 Epoch 6/8... Discriminator Loss: 1.3299... Generator Loss: 0.8055 Epoch 6/8... Discriminator Loss: 1.4908... Generator Loss: 0.4885 Epoch 6/8... Discriminator Loss: 1.3592... Generator Loss: 0.7513 Epoch 6/8... Discriminator Loss: 1.5722... Generator Loss: 0.4902 Epoch 6/8... Discriminator Loss: 1.4319... Generator Loss: 0.4945 Epoch 6/8... Discriminator Loss: 1.2767... Generator Loss: 0.7469 Epoch 6/8... Discriminator Loss: 1.4276... Generator Loss: 0.4925 Epoch 6/8... Discriminator Loss: 1.4250... Generator Loss: 0.5993
Epoch 6/8... Discriminator Loss: 1.4512... Generator Loss: 0.4757 Epoch 6/8... Discriminator Loss: 1.3142... Generator Loss: 0.6787 Epoch 6/8... Discriminator Loss: 1.4240... Generator Loss: 0.5463 Epoch 6/8... Discriminator Loss: 1.4010... Generator Loss: 0.5480 Epoch 6/8... Discriminator Loss: 1.2394... Generator Loss: 0.7765 Epoch 6/8... Discriminator Loss: 1.4297... Generator Loss: 0.5428 Epoch 6/8... Discriminator Loss: 1.4681... Generator Loss: 0.4349 Epoch 6/8... Discriminator Loss: 1.2123... Generator Loss: 0.7879 Epoch 6/8... Discriminator Loss: 1.6210... Generator Loss: 0.3979 Epoch 6/8... Discriminator Loss: 1.2749... Generator Loss: 0.7873
Epoch 6/8... Discriminator Loss: 1.3527... Generator Loss: 0.5835 Epoch 6/8... Discriminator Loss: 1.3357... Generator Loss: 0.8928 Epoch 6/8... Discriminator Loss: 1.3546... Generator Loss: 0.5389 Epoch 6/8... Discriminator Loss: 1.2039... Generator Loss: 0.8387 Epoch 6/8... Discriminator Loss: 1.3465... Generator Loss: 0.6142 Epoch 6/8... Discriminator Loss: 1.3776... Generator Loss: 0.9655 Epoch 6/8... Discriminator Loss: 1.3351... Generator Loss: 0.6413 Epoch 6/8... Discriminator Loss: 1.4282... Generator Loss: 0.5242 Epoch 6/8... Discriminator Loss: 1.5913... Generator Loss: 0.3905 Epoch 6/8... Discriminator Loss: 1.3446... Generator Loss: 0.6311
Epoch 6/8... Discriminator Loss: 1.4343... Generator Loss: 0.4705 Epoch 6/8... Discriminator Loss: 1.2563... Generator Loss: 0.7372 Epoch 6/8... Discriminator Loss: 1.2670... Generator Loss: 0.9130 Epoch 6/8... Discriminator Loss: 1.2387... Generator Loss: 0.7972 Epoch 6/8... Discriminator Loss: 1.2913... Generator Loss: 0.7773 Epoch 6/8... Discriminator Loss: 1.2676... Generator Loss: 0.9695 Epoch 6/8... Discriminator Loss: 1.2317... Generator Loss: 0.9769 Epoch 6/8... Discriminator Loss: 1.3407... Generator Loss: 0.5823 Epoch 6/8... Discriminator Loss: 1.1578... Generator Loss: 0.7403 Epoch 6/8... Discriminator Loss: 1.1557... Generator Loss: 0.8344
Epoch 6/8... Discriminator Loss: 1.4366... Generator Loss: 0.5429 Epoch 6/8... Discriminator Loss: 1.6100... Generator Loss: 0.4433 Epoch 6/8... Discriminator Loss: 1.3654... Generator Loss: 1.0164 Epoch 6/8... Discriminator Loss: 1.3073... Generator Loss: 0.5948 Epoch 6/8... Discriminator Loss: 1.3210... Generator Loss: 0.5633 Epoch 6/8... Discriminator Loss: 1.2682... Generator Loss: 0.9040 Epoch 6/8... Discriminator Loss: 1.2993... Generator Loss: 0.8220 Epoch 6/8... Discriminator Loss: 1.4360... Generator Loss: 0.4841 Epoch 6/8... Discriminator Loss: 1.5791... Generator Loss: 0.3850 Epoch 6/8... Discriminator Loss: 1.3539... Generator Loss: 1.4172
Epoch 6/8... Discriminator Loss: 1.2429... Generator Loss: 0.7398 Epoch 6/8... Discriminator Loss: 1.3985... Generator Loss: 0.5024 Epoch 6/8... Discriminator Loss: 1.2840... Generator Loss: 0.6257 Epoch 6/8... Discriminator Loss: 1.5699... Generator Loss: 0.3821 Epoch 6/8... Discriminator Loss: 1.1972... Generator Loss: 1.0020 Epoch 6/8... Discriminator Loss: 1.4554... Generator Loss: 0.4626 Epoch 6/8... Discriminator Loss: 1.5753... Generator Loss: 0.4390 Epoch 6/8... Discriminator Loss: 1.3588... Generator Loss: 0.5797 Epoch 6/8... Discriminator Loss: 1.9267... Generator Loss: 0.2561 Epoch 6/8... Discriminator Loss: 1.2320... Generator Loss: 0.7917
Epoch 6/8... Discriminator Loss: 1.3552... Generator Loss: 0.5672 Epoch 6/8... Discriminator Loss: 1.2081... Generator Loss: 0.8511 Epoch 6/8... Discriminator Loss: 1.5212... Generator Loss: 0.4510 Epoch 6/8... Discriminator Loss: 1.2134... Generator Loss: 0.9833 Epoch 6/8... Discriminator Loss: 1.4247... Generator Loss: 0.5009 Epoch 6/8... Discriminator Loss: 1.3673... Generator Loss: 0.6408 Epoch 6/8... Discriminator Loss: 1.2931... Generator Loss: 0.6163 Epoch 6/8... Discriminator Loss: 1.3999... Generator Loss: 0.6613 Epoch 6/8... Discriminator Loss: 1.2320... Generator Loss: 1.1567 Epoch 6/8... Discriminator Loss: 1.3774... Generator Loss: 0.6387
Epoch 6/8... Discriminator Loss: 1.6121... Generator Loss: 0.3820 Epoch 6/8... Discriminator Loss: 1.2521... Generator Loss: 1.0740 Epoch 6/8... Discriminator Loss: 1.3372... Generator Loss: 0.6633 Epoch 6/8... Discriminator Loss: 1.3500... Generator Loss: 0.6389 Epoch 6/8... Discriminator Loss: 1.1162... Generator Loss: 1.1092 Epoch 6/8... Discriminator Loss: 1.2771... Generator Loss: 0.6881 Epoch 6/8... Discriminator Loss: 1.3838... Generator Loss: 0.5411 Epoch 6/8... Discriminator Loss: 1.2556... Generator Loss: 0.8823 Epoch 6/8... Discriminator Loss: 1.3765... Generator Loss: 0.5475 Epoch 6/8... Discriminator Loss: 1.3932... Generator Loss: 0.7131
Epoch 6/8... Discriminator Loss: 1.3001... Generator Loss: 0.6092 Epoch 6/8... Discriminator Loss: 1.3278... Generator Loss: 0.6330 Epoch 6/8... Discriminator Loss: 1.3019... Generator Loss: 0.6465 Epoch 6/8... Discriminator Loss: 1.3089... Generator Loss: 0.6889 Epoch 6/8... Discriminator Loss: 1.2206... Generator Loss: 0.8767 Epoch 6/8... Discriminator Loss: 1.3807... Generator Loss: 0.5545 Epoch 6/8... Discriminator Loss: 1.4245... Generator Loss: 0.6189 Epoch 6/8... Discriminator Loss: 1.3544... Generator Loss: 0.5908 Epoch 6/8... Discriminator Loss: 1.2037... Generator Loss: 0.9366 Epoch 6/8... Discriminator Loss: 1.4484... Generator Loss: 0.5481
Epoch 6/8... Discriminator Loss: 1.2392... Generator Loss: 0.8571 Epoch 6/8... Discriminator Loss: 1.2146... Generator Loss: 0.7223 Epoch 6/8... Discriminator Loss: 1.3085... Generator Loss: 0.6982 Epoch 6/8... Discriminator Loss: 1.3156... Generator Loss: 0.6568 Epoch 6/8... Discriminator Loss: 1.3572... Generator Loss: 0.6036 Epoch 6/8... Discriminator Loss: 1.2855... Generator Loss: 0.8770 Epoch 6/8... Discriminator Loss: 1.4723... Generator Loss: 0.4781 Epoch 6/8... Discriminator Loss: 1.2503... Generator Loss: 1.1079 Epoch 6/8... Discriminator Loss: 1.5512... Generator Loss: 0.4419 Epoch 6/8... Discriminator Loss: 1.5770... Generator Loss: 0.3994
Epoch 6/8... Discriminator Loss: 1.3437... Generator Loss: 0.6222 Epoch 6/8... Discriminator Loss: 1.4171... Generator Loss: 0.4815 Epoch 6/8... Discriminator Loss: 1.2060... Generator Loss: 0.8078 Epoch 6/8... Discriminator Loss: 1.7031... Generator Loss: 0.3234 Epoch 6/8... Discriminator Loss: 1.3670... Generator Loss: 0.5549 Epoch 6/8... Discriminator Loss: 1.2844... Generator Loss: 0.6253 Epoch 6/8... Discriminator Loss: 1.3622... Generator Loss: 0.7478 Epoch 6/8... Discriminator Loss: 1.3097... Generator Loss: 1.4359 Epoch 6/8... Discriminator Loss: 1.5827... Generator Loss: 0.4088 Epoch 6/8... Discriminator Loss: 1.2863... Generator Loss: 0.7001
Epoch 6/8... Discriminator Loss: 1.2585... Generator Loss: 0.8526 Epoch 6/8... Discriminator Loss: 1.4945... Generator Loss: 0.4571 Epoch 6/8... Discriminator Loss: 1.2799... Generator Loss: 0.9015 Epoch 6/8... Discriminator Loss: 1.8912... Generator Loss: 0.2527 Epoch 6/8... Discriminator Loss: 1.3240... Generator Loss: 0.7972 Epoch 6/8... Discriminator Loss: 1.5288... Generator Loss: 0.3933 Epoch 6/8... Discriminator Loss: 1.7805... Generator Loss: 0.3069 Epoch 6/8... Discriminator Loss: 1.2830... Generator Loss: 0.9335 Epoch 6/8... Discriminator Loss: 1.3054... Generator Loss: 0.8940 Epoch 6/8... Discriminator Loss: 1.4064... Generator Loss: 0.5493
Epoch 6/8... Discriminator Loss: 1.3709... Generator Loss: 0.6606 Epoch 6/8... Discriminator Loss: 1.4260... Generator Loss: 0.5091 Epoch 6/8... Discriminator Loss: 1.2617... Generator Loss: 0.6306 Epoch 6/8... Discriminator Loss: 1.3092... Generator Loss: 0.7886 Epoch 6/8... Discriminator Loss: 1.3577... Generator Loss: 1.1354 Epoch 6/8... Discriminator Loss: 1.3766... Generator Loss: 0.8688 Epoch 6/8... Discriminator Loss: 1.3791... Generator Loss: 0.5538 Epoch 6/8... Discriminator Loss: 1.3111... Generator Loss: 0.5894 Epoch 6/8... Discriminator Loss: 1.2745... Generator Loss: 0.7196 Epoch 6/8... Discriminator Loss: 1.2219... Generator Loss: 0.8379
Epoch 6/8... Discriminator Loss: 1.5543... Generator Loss: 0.4122 Epoch 6/8... Discriminator Loss: 1.3814... Generator Loss: 0.7263 Epoch 6/8... Discriminator Loss: 1.3085... Generator Loss: 0.8241 Epoch 6/8... Discriminator Loss: 1.3620... Generator Loss: 0.5811 Epoch 6/8... Discriminator Loss: 1.4060... Generator Loss: 0.4962 Epoch 6/8... Discriminator Loss: 1.3366... Generator Loss: 0.6817 Epoch 6/8... Discriminator Loss: 1.3017... Generator Loss: 0.8570 Epoch 6/8... Discriminator Loss: 1.4284... Generator Loss: 0.4806 Epoch 6/8... Discriminator Loss: 1.4653... Generator Loss: 0.5047 Epoch 6/8... Discriminator Loss: 1.4669... Generator Loss: 0.4639
Epoch 6/8... Discriminator Loss: 1.2422... Generator Loss: 0.7403 Epoch 6/8... Discriminator Loss: 1.3603... Generator Loss: 0.5774 Epoch 6/8... Discriminator Loss: 1.3716... Generator Loss: 0.6625 Epoch 6/8... Discriminator Loss: 1.2205... Generator Loss: 0.9210 Epoch 6/8... Discriminator Loss: 1.3005... Generator Loss: 0.6133 Epoch 6/8... Discriminator Loss: 1.3945... Generator Loss: 1.3922 Epoch 6/8... Discriminator Loss: 1.3597... Generator Loss: 0.5993 Epoch 6/8... Discriminator Loss: 1.4927... Generator Loss: 0.4585 Epoch 6/8... Discriminator Loss: 1.5121... Generator Loss: 0.4186 Epoch 6/8... Discriminator Loss: 1.3357... Generator Loss: 0.6202
Epoch 6/8... Discriminator Loss: 1.3037... Generator Loss: 0.7468 Epoch 6/8... Discriminator Loss: 1.1613... Generator Loss: 1.0461 Epoch 6/8... Discriminator Loss: 1.3772... Generator Loss: 0.5756 Epoch 6/8... Discriminator Loss: 1.4168... Generator Loss: 0.5060 Epoch 6/8... Discriminator Loss: 1.3686... Generator Loss: 0.7327 Epoch 6/8... Discriminator Loss: 1.3502... Generator Loss: 0.7739 Epoch 6/8... Discriminator Loss: 1.3562... Generator Loss: 0.5706 Epoch 6/8... Discriminator Loss: 1.5492... Generator Loss: 0.4408 Epoch 6/8... Discriminator Loss: 1.1484... Generator Loss: 0.8990 Epoch 6/8... Discriminator Loss: 1.3652... Generator Loss: 0.5903
Epoch 6/8... Discriminator Loss: 1.3548... Generator Loss: 0.5465 Epoch 6/8... Discriminator Loss: 1.4134... Generator Loss: 0.4961 Epoch 6/8... Discriminator Loss: 1.7112... Generator Loss: 0.3238 Epoch 6/8... Discriminator Loss: 1.3339... Generator Loss: 0.7600 Epoch 6/8... Discriminator Loss: 1.4159... Generator Loss: 0.5712 Epoch 6/8... Discriminator Loss: 1.4429... Generator Loss: 0.4807 Epoch 6/8... Discriminator Loss: 1.2474... Generator Loss: 0.6977 Epoch 6/8... Discriminator Loss: 1.3029... Generator Loss: 0.7004 Epoch 6/8... Discriminator Loss: 1.6314... Generator Loss: 1.8579 Epoch 6/8... Discriminator Loss: 1.2654... Generator Loss: 1.0675
Epoch 6/8... Discriminator Loss: 1.4113... Generator Loss: 0.7165 Epoch 6/8... Discriminator Loss: 1.3863... Generator Loss: 0.5090 Epoch 6/8... Discriminator Loss: 1.2999... Generator Loss: 1.0310 Epoch 6/8... Discriminator Loss: 1.1822... Generator Loss: 0.8278 Epoch 6/8... Discriminator Loss: 1.5745... Generator Loss: 0.4034 Epoch 6/8... Discriminator Loss: 1.3113... Generator Loss: 0.5898 Epoch 6/8... Discriminator Loss: 1.3096... Generator Loss: 0.7919 Epoch 6/8... Discriminator Loss: 1.2389... Generator Loss: 1.1970 Epoch 6/8... Discriminator Loss: 1.2654... Generator Loss: 1.0222 Epoch 6/8... Discriminator Loss: 1.3283... Generator Loss: 0.6984
Epoch 6/8... Discriminator Loss: 1.7093... Generator Loss: 0.3260 Epoch 6/8... Discriminator Loss: 1.3089... Generator Loss: 0.5944 Epoch 6/8... Discriminator Loss: 1.2727... Generator Loss: 0.6865 Epoch 6/8... Discriminator Loss: 1.6241... Generator Loss: 0.3616 Epoch 6/8... Discriminator Loss: 1.3447... Generator Loss: 0.5555 Epoch 6/8... Discriminator Loss: 1.2486... Generator Loss: 0.9623 Epoch 6/8... Discriminator Loss: 1.1966... Generator Loss: 0.9762 Epoch 6/8... Discriminator Loss: 1.3372... Generator Loss: 0.8587 Epoch 6/8... Discriminator Loss: 1.5885... Generator Loss: 0.3714 Epoch 6/8... Discriminator Loss: 1.4175... Generator Loss: 0.4548
Epoch 6/8... Discriminator Loss: 1.3822... Generator Loss: 0.5897 Epoch 6/8... Discriminator Loss: 1.3018... Generator Loss: 0.5570 Epoch 6/8... Discriminator Loss: 1.5773... Generator Loss: 0.3661 Epoch 6/8... Discriminator Loss: 1.5364... Generator Loss: 0.4382 Epoch 6/8... Discriminator Loss: 1.2592... Generator Loss: 0.8333 Epoch 6/8... Discriminator Loss: 1.4700... Generator Loss: 0.4362 Epoch 6/8... Discriminator Loss: 1.3753... Generator Loss: 0.5840 Epoch 6/8... Discriminator Loss: 1.6802... Generator Loss: 0.3364 Epoch 6/8... Discriminator Loss: 1.2684... Generator Loss: 0.6591 Epoch 6/8... Discriminator Loss: 1.3406... Generator Loss: 0.6974
Epoch 6/8... Discriminator Loss: 1.3544... Generator Loss: 0.5768 Epoch 6/8... Discriminator Loss: 1.6154... Generator Loss: 0.3773 Epoch 6/8... Discriminator Loss: 1.4346... Generator Loss: 0.4834 Epoch 6/8... Discriminator Loss: 1.4116... Generator Loss: 0.5982 Epoch 6/8... Discriminator Loss: 1.3561... Generator Loss: 0.6124 Epoch 6/8... Discriminator Loss: 1.2482... Generator Loss: 0.6907 Epoch 6/8... Discriminator Loss: 1.3389... Generator Loss: 0.5841 Epoch 6/8... Discriminator Loss: 1.3747... Generator Loss: 0.5241 Epoch 6/8... Discriminator Loss: 1.2641... Generator Loss: 0.9199 Epoch 6/8... Discriminator Loss: 1.3835... Generator Loss: 0.7465
Epoch 6/8... Discriminator Loss: 1.3603... Generator Loss: 1.0688 Epoch 6/8... Discriminator Loss: 1.3450... Generator Loss: 0.6959 Epoch 6/8... Discriminator Loss: 1.6544... Generator Loss: 0.3669 Epoch 6/8... Discriminator Loss: 1.7820... Generator Loss: 0.2930 Epoch 6/8... Discriminator Loss: 1.7449... Generator Loss: 0.3367 Epoch 6/8... Discriminator Loss: 1.5132... Generator Loss: 0.4579 Epoch 6/8... Discriminator Loss: 1.7163... Generator Loss: 0.3294 Epoch 6/8... Discriminator Loss: 1.6376... Generator Loss: 0.3747 Epoch 6/8... Discriminator Loss: 1.3119... Generator Loss: 0.7060 Epoch 6/8... Discriminator Loss: 1.5031... Generator Loss: 0.4512
Epoch 6/8... Discriminator Loss: 1.6189... Generator Loss: 0.3813 Epoch 6/8... Discriminator Loss: 1.3417... Generator Loss: 0.5835 Epoch 6/8... Discriminator Loss: 1.3175... Generator Loss: 0.9587 Epoch 6/8... Discriminator Loss: 1.8084... Generator Loss: 0.2886 Epoch 6/8... Discriminator Loss: 1.3863... Generator Loss: 0.5399 Epoch 6/8... Discriminator Loss: 1.3335... Generator Loss: 0.5831 Epoch 6/8... Discriminator Loss: 1.5301... Generator Loss: 0.4779 Epoch 6/8... Discriminator Loss: 1.5191... Generator Loss: 0.4202 Epoch 6/8... Discriminator Loss: 1.2673... Generator Loss: 1.0571 Epoch 6/8... Discriminator Loss: 1.3507... Generator Loss: 1.1035
Epoch 6/8... Discriminator Loss: 1.4919... Generator Loss: 0.4430 Epoch 6/8... Discriminator Loss: 1.3233... Generator Loss: 0.7159 Epoch 6/8... Discriminator Loss: 1.3547... Generator Loss: 0.7193 Epoch 6/8... Discriminator Loss: 1.2431... Generator Loss: 0.8099 Epoch 6/8... Discriminator Loss: 1.4356... Generator Loss: 0.4822 Epoch 6/8... Discriminator Loss: 1.3661... Generator Loss: 0.6693 Epoch 6/8... Discriminator Loss: 1.3354... Generator Loss: 0.7226 Epoch 6/8... Discriminator Loss: 1.3316... Generator Loss: 0.6124 Epoch 6/8... Discriminator Loss: 1.4339... Generator Loss: 0.5340 Epoch 6/8... Discriminator Loss: 1.7953... Generator Loss: 0.2809
Epoch 6/8... Discriminator Loss: 1.3612... Generator Loss: 0.7343 Epoch 6/8... Discriminator Loss: 1.4828... Generator Loss: 0.4842 Epoch 6/8... Discriminator Loss: 1.5092... Generator Loss: 0.4823 Epoch 6/8... Discriminator Loss: 1.3057... Generator Loss: 0.6513 Epoch 6/8... Discriminator Loss: 1.3805... Generator Loss: 0.5074 Epoch 6/8... Discriminator Loss: 1.2512... Generator Loss: 0.8326 Epoch 6/8... Discriminator Loss: 2.1043... Generator Loss: 0.1983 Epoch 6/8... Discriminator Loss: 1.2416... Generator Loss: 1.0291 Epoch 6/8... Discriminator Loss: 1.5843... Generator Loss: 0.3987 Epoch 6/8... Discriminator Loss: 1.4438... Generator Loss: 0.7460
Epoch 6/8... Discriminator Loss: 1.3302... Generator Loss: 0.7148 Epoch 6/8... Discriminator Loss: 1.2657... Generator Loss: 0.6337 Epoch 6/8... Discriminator Loss: 1.4812... Generator Loss: 0.5309 Epoch 6/8... Discriminator Loss: 1.4829... Generator Loss: 0.4715 Epoch 6/8... Discriminator Loss: 1.2827... Generator Loss: 0.6041 Epoch 6/8... Discriminator Loss: 1.3277... Generator Loss: 1.2133 Epoch 6/8... Discriminator Loss: 1.2111... Generator Loss: 0.8004 Epoch 6/8... Discriminator Loss: 1.3512... Generator Loss: 0.6210 Epoch 6/8... Discriminator Loss: 1.2400... Generator Loss: 0.7941 Epoch 6/8... Discriminator Loss: 1.2772... Generator Loss: 0.8347
Epoch 6/8... Discriminator Loss: 1.3202... Generator Loss: 0.5880 Epoch 6/8... Discriminator Loss: 1.2996... Generator Loss: 0.6585 Epoch 6/8... Discriminator Loss: 1.3210... Generator Loss: 0.6320 Epoch 6/8... Discriminator Loss: 1.3998... Generator Loss: 0.9384 Epoch 6/8... Discriminator Loss: 1.3358... Generator Loss: 0.6271 Epoch 6/8... Discriminator Loss: 1.2378... Generator Loss: 0.9451 Epoch 6/8... Discriminator Loss: 1.4988... Generator Loss: 0.4260 Epoch 6/8... Discriminator Loss: 1.4583... Generator Loss: 0.6257 Epoch 6/8... Discriminator Loss: 1.4766... Generator Loss: 0.4520 Epoch 7/8... Discriminator Loss: 1.2381... Generator Loss: 1.1732
Epoch 7/8... Discriminator Loss: 1.5275... Generator Loss: 0.4018 Epoch 7/8... Discriminator Loss: 1.4656... Generator Loss: 0.4434 Epoch 7/8... Discriminator Loss: 1.5061... Generator Loss: 0.4304 Epoch 7/8... Discriminator Loss: 1.3731... Generator Loss: 0.6127 Epoch 7/8... Discriminator Loss: 1.3027... Generator Loss: 0.7089 Epoch 7/8... Discriminator Loss: 1.3354... Generator Loss: 0.6032 Epoch 7/8... Discriminator Loss: 1.5441... Generator Loss: 0.4328 Epoch 7/8... Discriminator Loss: 1.4982... Generator Loss: 0.4542 Epoch 7/8... Discriminator Loss: 1.2977... Generator Loss: 0.6607 Epoch 7/8... Discriminator Loss: 1.5624... Generator Loss: 0.3813
Epoch 7/8... Discriminator Loss: 1.2282... Generator Loss: 0.8658 Epoch 7/8... Discriminator Loss: 1.4905... Generator Loss: 0.4296 Epoch 7/8... Discriminator Loss: 1.5859... Generator Loss: 0.3624 Epoch 7/8... Discriminator Loss: 1.3761... Generator Loss: 0.5271 Epoch 7/8... Discriminator Loss: 1.2531... Generator Loss: 0.6497 Epoch 7/8... Discriminator Loss: 1.4852... Generator Loss: 0.4620 Epoch 7/8... Discriminator Loss: 1.3317... Generator Loss: 0.6958 Epoch 7/8... Discriminator Loss: 1.2606... Generator Loss: 0.9655 Epoch 7/8... Discriminator Loss: 1.3293... Generator Loss: 0.9101 Epoch 7/8... Discriminator Loss: 1.2707... Generator Loss: 0.7212
Epoch 7/8... Discriminator Loss: 1.2621... Generator Loss: 1.0194 Epoch 7/8... Discriminator Loss: 1.4086... Generator Loss: 0.4824 Epoch 7/8... Discriminator Loss: 1.2248... Generator Loss: 0.9082 Epoch 7/8... Discriminator Loss: 1.3817... Generator Loss: 0.5567 Epoch 7/8... Discriminator Loss: 1.2729... Generator Loss: 0.7594 Epoch 7/8... Discriminator Loss: 1.5627... Generator Loss: 0.4203 Epoch 7/8... Discriminator Loss: 1.5394... Generator Loss: 0.4283 Epoch 7/8... Discriminator Loss: 1.2508... Generator Loss: 0.7890 Epoch 7/8... Discriminator Loss: 1.4506... Generator Loss: 0.5456 Epoch 7/8... Discriminator Loss: 1.1618... Generator Loss: 0.9192
Epoch 7/8... Discriminator Loss: 1.3652... Generator Loss: 0.6583 Epoch 7/8... Discriminator Loss: 1.3805... Generator Loss: 0.5673 Epoch 7/8... Discriminator Loss: 1.2427... Generator Loss: 0.7920 Epoch 7/8... Discriminator Loss: 1.4330... Generator Loss: 0.5579 Epoch 7/8... Discriminator Loss: 1.4335... Generator Loss: 0.5316 Epoch 7/8... Discriminator Loss: 1.5534... Generator Loss: 0.4211 Epoch 7/8... Discriminator Loss: 1.3112... Generator Loss: 1.3108 Epoch 7/8... Discriminator Loss: 1.3947... Generator Loss: 0.6912 Epoch 7/8... Discriminator Loss: 1.4204... Generator Loss: 0.5091 Epoch 7/8... Discriminator Loss: 1.3241... Generator Loss: 0.5952
Epoch 7/8... Discriminator Loss: 1.2632... Generator Loss: 0.8375 Epoch 7/8... Discriminator Loss: 1.5223... Generator Loss: 0.4041 Epoch 7/8... Discriminator Loss: 1.2302... Generator Loss: 0.7340 Epoch 7/8... Discriminator Loss: 1.3036... Generator Loss: 0.6916 Epoch 7/8... Discriminator Loss: 1.6256... Generator Loss: 0.4105 Epoch 7/8... Discriminator Loss: 1.4858... Generator Loss: 0.5466 Epoch 7/8... Discriminator Loss: 1.2874... Generator Loss: 1.2169 Epoch 7/8... Discriminator Loss: 1.3067... Generator Loss: 0.6484 Epoch 7/8... Discriminator Loss: 1.3775... Generator Loss: 0.5503 Epoch 7/8... Discriminator Loss: 1.3457... Generator Loss: 0.5773
Epoch 7/8... Discriminator Loss: 1.2782... Generator Loss: 0.8288 Epoch 7/8... Discriminator Loss: 1.2850... Generator Loss: 1.0055 Epoch 7/8... Discriminator Loss: 1.3878... Generator Loss: 0.5881 Epoch 7/8... Discriminator Loss: 1.4204... Generator Loss: 0.5574 Epoch 7/8... Discriminator Loss: 1.4411... Generator Loss: 0.4956 Epoch 7/8... Discriminator Loss: 1.3575... Generator Loss: 0.5805 Epoch 7/8... Discriminator Loss: 1.3019... Generator Loss: 0.8767 Epoch 7/8... Discriminator Loss: 1.4251... Generator Loss: 0.5566 Epoch 7/8... Discriminator Loss: 1.3327... Generator Loss: 0.5333 Epoch 7/8... Discriminator Loss: 1.3095... Generator Loss: 1.0282
Epoch 7/8... Discriminator Loss: 1.3949... Generator Loss: 0.5474 Epoch 7/8... Discriminator Loss: 1.2858... Generator Loss: 0.7867 Epoch 7/8... Discriminator Loss: 1.4512... Generator Loss: 0.4937 Epoch 7/8... Discriminator Loss: 1.2314... Generator Loss: 0.7404 Epoch 7/8... Discriminator Loss: 1.4769... Generator Loss: 0.4480 Epoch 7/8... Discriminator Loss: 1.6931... Generator Loss: 0.3483 Epoch 7/8... Discriminator Loss: 1.2106... Generator Loss: 0.7380 Epoch 7/8... Discriminator Loss: 1.4727... Generator Loss: 0.4809 Epoch 7/8... Discriminator Loss: 1.4504... Generator Loss: 0.5286 Epoch 7/8... Discriminator Loss: 1.2534... Generator Loss: 0.9333
Epoch 7/8... Discriminator Loss: 1.3641... Generator Loss: 0.5768 Epoch 7/8... Discriminator Loss: 1.3231... Generator Loss: 0.6006 Epoch 7/8... Discriminator Loss: 1.2944... Generator Loss: 0.6981 Epoch 7/8... Discriminator Loss: 1.2927... Generator Loss: 0.6224 Epoch 7/8... Discriminator Loss: 1.3774... Generator Loss: 0.7099 Epoch 7/8... Discriminator Loss: 1.3121... Generator Loss: 0.6269 Epoch 7/8... Discriminator Loss: 1.6215... Generator Loss: 0.3631 Epoch 7/8... Discriminator Loss: 1.4083... Generator Loss: 0.5604 Epoch 7/8... Discriminator Loss: 1.3985... Generator Loss: 0.4876 Epoch 7/8... Discriminator Loss: 1.5228... Generator Loss: 0.4227
Epoch 7/8... Discriminator Loss: 1.3239... Generator Loss: 0.6668 Epoch 7/8... Discriminator Loss: 1.2733... Generator Loss: 0.7921 Epoch 7/8... Discriminator Loss: 1.3987... Generator Loss: 0.5468 Epoch 7/8... Discriminator Loss: 1.3455... Generator Loss: 0.6421 Epoch 7/8... Discriminator Loss: 1.2540... Generator Loss: 0.7799 Epoch 7/8... Discriminator Loss: 1.6778... Generator Loss: 0.3251 Epoch 7/8... Discriminator Loss: 1.4169... Generator Loss: 0.6191 Epoch 7/8... Discriminator Loss: 1.2968... Generator Loss: 0.7476 Epoch 7/8... Discriminator Loss: 1.4403... Generator Loss: 0.4709 Epoch 7/8... Discriminator Loss: 1.3112... Generator Loss: 0.9634
Epoch 7/8... Discriminator Loss: 1.2209... Generator Loss: 0.7093 Epoch 7/8... Discriminator Loss: 1.6229... Generator Loss: 0.4043 Epoch 7/8... Discriminator Loss: 1.6489... Generator Loss: 0.3717 Epoch 7/8... Discriminator Loss: 1.6576... Generator Loss: 0.3648 Epoch 7/8... Discriminator Loss: 1.4807... Generator Loss: 0.4636 Epoch 7/8... Discriminator Loss: 1.3561... Generator Loss: 0.5770 Epoch 7/8... Discriminator Loss: 1.2864... Generator Loss: 0.5796 Epoch 7/8... Discriminator Loss: 1.3365... Generator Loss: 0.5634 Epoch 7/8... Discriminator Loss: 1.3164... Generator Loss: 0.6870 Epoch 7/8... Discriminator Loss: 1.3053... Generator Loss: 0.8367
Epoch 7/8... Discriminator Loss: 1.4845... Generator Loss: 1.3137 Epoch 7/8... Discriminator Loss: 1.6556... Generator Loss: 0.3938 Epoch 7/8... Discriminator Loss: 1.4463... Generator Loss: 0.5351 Epoch 7/8... Discriminator Loss: 1.5841... Generator Loss: 0.3849 Epoch 7/8... Discriminator Loss: 1.3266... Generator Loss: 0.6216 Epoch 7/8... Discriminator Loss: 1.2293... Generator Loss: 0.8001 Epoch 7/8... Discriminator Loss: 1.3646... Generator Loss: 0.5979 Epoch 7/8... Discriminator Loss: 1.4230... Generator Loss: 0.5176 Epoch 7/8... Discriminator Loss: 1.4356... Generator Loss: 0.4757 Epoch 7/8... Discriminator Loss: 1.3048... Generator Loss: 0.6342
Epoch 7/8... Discriminator Loss: 1.3956... Generator Loss: 0.6063 Epoch 7/8... Discriminator Loss: 1.4472... Generator Loss: 1.2289 Epoch 7/8... Discriminator Loss: 1.4032... Generator Loss: 0.5360 Epoch 7/8... Discriminator Loss: 1.4723... Generator Loss: 0.4696 Epoch 7/8... Discriminator Loss: 1.3614... Generator Loss: 0.6392 Epoch 7/8... Discriminator Loss: 1.4682... Generator Loss: 0.4648 Epoch 7/8... Discriminator Loss: 1.3049... Generator Loss: 0.6625 Epoch 7/8... Discriminator Loss: 1.3408... Generator Loss: 0.6617 Epoch 7/8... Discriminator Loss: 1.5422... Generator Loss: 0.4068 Epoch 7/8... Discriminator Loss: 1.2968... Generator Loss: 0.7687
Epoch 7/8... Discriminator Loss: 1.4147... Generator Loss: 0.4883 Epoch 7/8... Discriminator Loss: 1.4996... Generator Loss: 0.4831 Epoch 7/8... Discriminator Loss: 1.5172... Generator Loss: 0.4041 Epoch 7/8... Discriminator Loss: 1.3366... Generator Loss: 0.7747 Epoch 7/8... Discriminator Loss: 1.3748... Generator Loss: 0.6333 Epoch 7/8... Discriminator Loss: 1.3243... Generator Loss: 1.1361 Epoch 7/8... Discriminator Loss: 1.4997... Generator Loss: 0.4706 Epoch 7/8... Discriminator Loss: 1.4326... Generator Loss: 0.5002 Epoch 7/8... Discriminator Loss: 1.4219... Generator Loss: 0.5613 Epoch 7/8... Discriminator Loss: 1.4890... Generator Loss: 0.4327
Epoch 7/8... Discriminator Loss: 1.3528... Generator Loss: 0.9117 Epoch 7/8... Discriminator Loss: 1.3452... Generator Loss: 0.5330 Epoch 7/8... Discriminator Loss: 1.5992... Generator Loss: 0.3998 Epoch 7/8... Discriminator Loss: 1.4313... Generator Loss: 0.4909 Epoch 7/8... Discriminator Loss: 1.4927... Generator Loss: 0.4597 Epoch 7/8... Discriminator Loss: 1.2844... Generator Loss: 0.7527 Epoch 7/8... Discriminator Loss: 1.5360... Generator Loss: 0.4656 Epoch 7/8... Discriminator Loss: 1.2722... Generator Loss: 0.7025 Epoch 7/8... Discriminator Loss: 1.2954... Generator Loss: 0.8352 Epoch 7/8... Discriminator Loss: 1.5739... Generator Loss: 0.3746
Epoch 7/8... Discriminator Loss: 1.3656... Generator Loss: 0.5821 Epoch 7/8... Discriminator Loss: 1.3801... Generator Loss: 0.5560 Epoch 7/8... Discriminator Loss: 1.2998... Generator Loss: 0.7859 Epoch 7/8... Discriminator Loss: 1.2539... Generator Loss: 0.6664 Epoch 7/8... Discriminator Loss: 1.3859... Generator Loss: 0.5616 Epoch 7/8... Discriminator Loss: 1.2575... Generator Loss: 0.8201 Epoch 7/8... Discriminator Loss: 1.4226... Generator Loss: 0.5583 Epoch 7/8... Discriminator Loss: 1.3459... Generator Loss: 0.8414 Epoch 7/8... Discriminator Loss: 1.4145... Generator Loss: 0.5452 Epoch 7/8... Discriminator Loss: 1.1828... Generator Loss: 0.9665
Epoch 7/8... Discriminator Loss: 1.3041... Generator Loss: 0.6958 Epoch 7/8... Discriminator Loss: 1.2595... Generator Loss: 0.8532 Epoch 7/8... Discriminator Loss: 1.3443... Generator Loss: 0.6151 Epoch 7/8... Discriminator Loss: 1.2672... Generator Loss: 0.6410 Epoch 7/8... Discriminator Loss: 1.3140... Generator Loss: 0.7209 Epoch 7/8... Discriminator Loss: 1.3551... Generator Loss: 0.5752 Epoch 7/8... Discriminator Loss: 1.3554... Generator Loss: 0.6313 Epoch 7/8... Discriminator Loss: 1.3891... Generator Loss: 0.8558 Epoch 7/8... Discriminator Loss: 1.3912... Generator Loss: 0.5402 Epoch 7/8... Discriminator Loss: 1.2705... Generator Loss: 0.6718
Epoch 7/8... Discriminator Loss: 1.6539... Generator Loss: 0.3511 Epoch 7/8... Discriminator Loss: 1.3368... Generator Loss: 0.6075 Epoch 7/8... Discriminator Loss: 1.2859... Generator Loss: 0.7871 Epoch 7/8... Discriminator Loss: 1.5656... Generator Loss: 0.4000 Epoch 7/8... Discriminator Loss: 1.3607... Generator Loss: 0.6185 Epoch 7/8... Discriminator Loss: 1.4485... Generator Loss: 0.4575 Epoch 7/8... Discriminator Loss: 1.3025... Generator Loss: 0.6650 Epoch 7/8... Discriminator Loss: 1.3512... Generator Loss: 0.6158 Epoch 7/8... Discriminator Loss: 1.2190... Generator Loss: 0.7033 Epoch 7/8... Discriminator Loss: 1.4173... Generator Loss: 0.4854
Epoch 7/8... Discriminator Loss: 1.3168... Generator Loss: 0.7209 Epoch 7/8... Discriminator Loss: 1.2040... Generator Loss: 0.8533 Epoch 7/8... Discriminator Loss: 1.3680... Generator Loss: 0.5742 Epoch 7/8... Discriminator Loss: 1.2358... Generator Loss: 0.7348 Epoch 7/8... Discriminator Loss: 1.2771... Generator Loss: 0.6978 Epoch 7/8... Discriminator Loss: 1.5291... Generator Loss: 0.4275 Epoch 7/8... Discriminator Loss: 1.4426... Generator Loss: 0.4811 Epoch 7/8... Discriminator Loss: 1.2838... Generator Loss: 0.8166 Epoch 7/8... Discriminator Loss: 1.2519... Generator Loss: 0.6678 Epoch 7/8... Discriminator Loss: 1.2976... Generator Loss: 1.1439
Epoch 7/8... Discriminator Loss: 1.3357... Generator Loss: 0.9875 Epoch 7/8... Discriminator Loss: 1.2840... Generator Loss: 0.6744 Epoch 7/8... Discriminator Loss: 1.3062... Generator Loss: 0.7077 Epoch 7/8... Discriminator Loss: 1.3062... Generator Loss: 0.6973 Epoch 7/8... Discriminator Loss: 1.3259... Generator Loss: 0.7199 Epoch 7/8... Discriminator Loss: 1.3670... Generator Loss: 0.5964 Epoch 7/8... Discriminator Loss: 1.2700... Generator Loss: 0.8414 Epoch 7/8... Discriminator Loss: 1.2657... Generator Loss: 0.8824 Epoch 7/8... Discriminator Loss: 1.6271... Generator Loss: 0.4262 Epoch 7/8... Discriminator Loss: 1.3795... Generator Loss: 0.5621
Epoch 7/8... Discriminator Loss: 1.3246... Generator Loss: 0.7720 Epoch 7/8... Discriminator Loss: 1.6050... Generator Loss: 0.3758 Epoch 7/8... Discriminator Loss: 1.5330... Generator Loss: 0.4573 Epoch 7/8... Discriminator Loss: 1.4198... Generator Loss: 0.5219 Epoch 7/8... Discriminator Loss: 1.4802... Generator Loss: 0.4888 Epoch 7/8... Discriminator Loss: 1.6981... Generator Loss: 0.3258 Epoch 7/8... Discriminator Loss: 1.3328... Generator Loss: 0.6580 Epoch 7/8... Discriminator Loss: 1.2233... Generator Loss: 0.6925 Epoch 7/8... Discriminator Loss: 1.3184... Generator Loss: 0.8410 Epoch 7/8... Discriminator Loss: 1.3487... Generator Loss: 0.7445
Epoch 7/8... Discriminator Loss: 1.2734... Generator Loss: 0.9105 Epoch 7/8... Discriminator Loss: 1.5188... Generator Loss: 0.4254 Epoch 7/8... Discriminator Loss: 1.4778... Generator Loss: 0.4420 Epoch 7/8... Discriminator Loss: 1.2648... Generator Loss: 0.8439 Epoch 7/8... Discriminator Loss: 1.4741... Generator Loss: 0.4472 Epoch 7/8... Discriminator Loss: 1.5467... Generator Loss: 0.3871 Epoch 7/8... Discriminator Loss: 1.4037... Generator Loss: 0.5523 Epoch 7/8... Discriminator Loss: 1.5242... Generator Loss: 0.4377 Epoch 7/8... Discriminator Loss: 1.2627... Generator Loss: 0.7420 Epoch 7/8... Discriminator Loss: 1.3156... Generator Loss: 0.7782
Epoch 7/8... Discriminator Loss: 1.4767... Generator Loss: 0.9344 Epoch 7/8... Discriminator Loss: 1.5183... Generator Loss: 0.4845 Epoch 7/8... Discriminator Loss: 1.3815... Generator Loss: 0.5819 Epoch 7/8... Discriminator Loss: 1.3035... Generator Loss: 0.6551 Epoch 7/8... Discriminator Loss: 1.3841... Generator Loss: 0.5110 Epoch 7/8... Discriminator Loss: 1.3111... Generator Loss: 0.7282 Epoch 7/8... Discriminator Loss: 1.3938... Generator Loss: 0.6327 Epoch 7/8... Discriminator Loss: 1.4353... Generator Loss: 0.4819 Epoch 7/8... Discriminator Loss: 1.4788... Generator Loss: 0.4934 Epoch 7/8... Discriminator Loss: 1.1628... Generator Loss: 0.9496
Epoch 7/8... Discriminator Loss: 1.2889... Generator Loss: 0.6389 Epoch 7/8... Discriminator Loss: 1.5202... Generator Loss: 0.4716 Epoch 7/8... Discriminator Loss: 1.3610... Generator Loss: 0.5507 Epoch 7/8... Discriminator Loss: 1.3440... Generator Loss: 0.6486 Epoch 7/8... Discriminator Loss: 1.3094... Generator Loss: 0.6482 Epoch 7/8... Discriminator Loss: 1.5832... Generator Loss: 0.3770 Epoch 7/8... Discriminator Loss: 1.6456... Generator Loss: 0.3739 Epoch 7/8... Discriminator Loss: 1.5024... Generator Loss: 0.5010 Epoch 7/8... Discriminator Loss: 1.3987... Generator Loss: 0.5493 Epoch 7/8... Discriminator Loss: 1.7164... Generator Loss: 0.3455
Epoch 7/8... Discriminator Loss: 1.3788... Generator Loss: 0.5484 Epoch 7/8... Discriminator Loss: 1.3368... Generator Loss: 0.5948 Epoch 7/8... Discriminator Loss: 1.2643... Generator Loss: 0.7400 Epoch 7/8... Discriminator Loss: 1.6805... Generator Loss: 0.3524 Epoch 7/8... Discriminator Loss: 1.3295... Generator Loss: 0.6978 Epoch 7/8... Discriminator Loss: 1.2559... Generator Loss: 0.8157 Epoch 7/8... Discriminator Loss: 1.4113... Generator Loss: 0.5325 Epoch 7/8... Discriminator Loss: 1.2756... Generator Loss: 0.8201 Epoch 7/8... Discriminator Loss: 1.3723... Generator Loss: 0.6130 Epoch 7/8... Discriminator Loss: 1.2697... Generator Loss: 0.7771
Epoch 7/8... Discriminator Loss: 1.2980... Generator Loss: 0.9400 Epoch 7/8... Discriminator Loss: 1.2279... Generator Loss: 0.9093 Epoch 7/8... Discriminator Loss: 1.4439... Generator Loss: 0.5019 Epoch 7/8... Discriminator Loss: 1.3036... Generator Loss: 0.6916 Epoch 7/8... Discriminator Loss: 1.4203... Generator Loss: 0.4917 Epoch 7/8... Discriminator Loss: 1.6327... Generator Loss: 0.3724 Epoch 7/8... Discriminator Loss: 1.6500... Generator Loss: 0.3920 Epoch 7/8... Discriminator Loss: 1.3451... Generator Loss: 1.2814 Epoch 7/8... Discriminator Loss: 1.6437... Generator Loss: 0.3568 Epoch 7/8... Discriminator Loss: 1.3402... Generator Loss: 0.5144
Epoch 7/8... Discriminator Loss: 1.3832... Generator Loss: 1.0629 Epoch 7/8... Discriminator Loss: 1.3547... Generator Loss: 0.8150 Epoch 7/8... Discriminator Loss: 1.4463... Generator Loss: 0.5304 Epoch 7/8... Discriminator Loss: 1.4025... Generator Loss: 0.5729 Epoch 7/8... Discriminator Loss: 1.4231... Generator Loss: 0.5306 Epoch 7/8... Discriminator Loss: 1.4598... Generator Loss: 0.4603 Epoch 7/8... Discriminator Loss: 1.3091... Generator Loss: 0.8235 Epoch 7/8... Discriminator Loss: 1.2772... Generator Loss: 0.6938 Epoch 7/8... Discriminator Loss: 1.3750... Generator Loss: 0.9826 Epoch 7/8... Discriminator Loss: 1.2601... Generator Loss: 0.8616
Epoch 7/8... Discriminator Loss: 1.2785... Generator Loss: 0.7895 Epoch 7/8... Discriminator Loss: 1.5472... Generator Loss: 0.4252 Epoch 7/8... Discriminator Loss: 1.4489... Generator Loss: 0.5390 Epoch 7/8... Discriminator Loss: 1.2593... Generator Loss: 0.7116 Epoch 7/8... Discriminator Loss: 1.4704... Generator Loss: 0.5466 Epoch 7/8... Discriminator Loss: 1.3245... Generator Loss: 0.5452 Epoch 7/8... Discriminator Loss: 1.4240... Generator Loss: 0.5732 Epoch 7/8... Discriminator Loss: 1.2424... Generator Loss: 0.9307 Epoch 7/8... Discriminator Loss: 1.3738... Generator Loss: 0.6300 Epoch 7/8... Discriminator Loss: 1.2725... Generator Loss: 0.9661
Epoch 7/8... Discriminator Loss: 1.3793... Generator Loss: 0.5696 Epoch 7/8... Discriminator Loss: 1.2970... Generator Loss: 0.6045 Epoch 7/8... Discriminator Loss: 1.4500... Generator Loss: 0.4763 Epoch 7/8... Discriminator Loss: 1.7964... Generator Loss: 0.3001 Epoch 7/8... Discriminator Loss: 1.3343... Generator Loss: 0.6481 Epoch 7/8... Discriminator Loss: 1.3484... Generator Loss: 0.5728 Epoch 7/8... Discriminator Loss: 1.2444... Generator Loss: 0.8104 Epoch 7/8... Discriminator Loss: 1.3833... Generator Loss: 0.5222 Epoch 7/8... Discriminator Loss: 1.3350... Generator Loss: 0.5684 Epoch 7/8... Discriminator Loss: 1.2960... Generator Loss: 0.6880
Epoch 7/8... Discriminator Loss: 1.2934... Generator Loss: 0.7459 Epoch 7/8... Discriminator Loss: 1.2964... Generator Loss: 0.6274 Epoch 7/8... Discriminator Loss: 1.5093... Generator Loss: 0.4028 Epoch 7/8... Discriminator Loss: 1.3768... Generator Loss: 0.6745 Epoch 7/8... Discriminator Loss: 1.4018... Generator Loss: 0.5897 Epoch 7/8... Discriminator Loss: 1.4882... Generator Loss: 0.4388 Epoch 7/8... Discriminator Loss: 1.5058... Generator Loss: 0.4740 Epoch 7/8... Discriminator Loss: 1.3513... Generator Loss: 0.8807 Epoch 7/8... Discriminator Loss: 1.2267... Generator Loss: 0.9707 Epoch 7/8... Discriminator Loss: 1.2995... Generator Loss: 0.6703
Epoch 7/8... Discriminator Loss: 1.3271... Generator Loss: 0.6348 Epoch 7/8... Discriminator Loss: 1.4025... Generator Loss: 0.5079 Epoch 7/8... Discriminator Loss: 1.3583... Generator Loss: 0.7614 Epoch 7/8... Discriminator Loss: 1.6230... Generator Loss: 0.3741 Epoch 7/8... Discriminator Loss: 1.3160... Generator Loss: 0.8077 Epoch 7/8... Discriminator Loss: 1.4891... Generator Loss: 0.5059 Epoch 7/8... Discriminator Loss: 1.2744... Generator Loss: 0.7337 Epoch 7/8... Discriminator Loss: 1.3201... Generator Loss: 0.5947 Epoch 7/8... Discriminator Loss: 1.5001... Generator Loss: 0.4495 Epoch 7/8... Discriminator Loss: 1.3317... Generator Loss: 0.6846
Epoch 7/8... Discriminator Loss: 1.4526... Generator Loss: 0.5056 Epoch 7/8... Discriminator Loss: 1.5172... Generator Loss: 0.4221 Epoch 7/8... Discriminator Loss: 1.3030... Generator Loss: 0.5773 Epoch 7/8... Discriminator Loss: 1.5773... Generator Loss: 0.4290 Epoch 7/8... Discriminator Loss: 1.6073... Generator Loss: 0.3852 Epoch 7/8... Discriminator Loss: 1.4116... Generator Loss: 0.5977 Epoch 7/8... Discriminator Loss: 1.3109... Generator Loss: 0.7080 Epoch 7/8... Discriminator Loss: 1.5470... Generator Loss: 0.4158 Epoch 7/8... Discriminator Loss: 1.4161... Generator Loss: 0.6010 Epoch 7/8... Discriminator Loss: 1.3493... Generator Loss: 0.8176
Epoch 7/8... Discriminator Loss: 1.3342... Generator Loss: 0.5824 Epoch 7/8... Discriminator Loss: 1.5419... Generator Loss: 0.4214 Epoch 7/8... Discriminator Loss: 1.4186... Generator Loss: 0.5219 Epoch 7/8... Discriminator Loss: 1.3058... Generator Loss: 0.5992 Epoch 7/8... Discriminator Loss: 1.3141... Generator Loss: 0.7110 Epoch 8/8... Discriminator Loss: 1.6378... Generator Loss: 0.3645 Epoch 8/8... Discriminator Loss: 1.5057... Generator Loss: 0.4297 Epoch 8/8... Discriminator Loss: 1.3885... Generator Loss: 0.5930 Epoch 8/8... Discriminator Loss: 1.2879... Generator Loss: 0.6655 Epoch 8/8... Discriminator Loss: 1.4997... Generator Loss: 0.4203
Epoch 8/8... Discriminator Loss: 1.2962... Generator Loss: 0.7943 Epoch 8/8... Discriminator Loss: 1.4129... Generator Loss: 0.5470 Epoch 8/8... Discriminator Loss: 1.2786... Generator Loss: 0.6041 Epoch 8/8... Discriminator Loss: 1.2610... Generator Loss: 0.6992 Epoch 8/8... Discriminator Loss: 1.3396... Generator Loss: 0.5570 Epoch 8/8... Discriminator Loss: 1.3774... Generator Loss: 0.6448 Epoch 8/8... Discriminator Loss: 1.3841... Generator Loss: 0.5975 Epoch 8/8... Discriminator Loss: 1.4628... Generator Loss: 1.2909 Epoch 8/8... Discriminator Loss: 1.3190... Generator Loss: 0.6477 Epoch 8/8... Discriminator Loss: 1.3551... Generator Loss: 0.5979
Epoch 8/8... Discriminator Loss: 1.2784... Generator Loss: 0.7084 Epoch 8/8... Discriminator Loss: 1.6924... Generator Loss: 0.3486 Epoch 8/8... Discriminator Loss: 1.3284... Generator Loss: 0.7437 Epoch 8/8... Discriminator Loss: 1.3982... Generator Loss: 0.5075 Epoch 8/8... Discriminator Loss: 1.6305... Generator Loss: 0.3520 Epoch 8/8... Discriminator Loss: 1.4676... Generator Loss: 0.4702 Epoch 8/8... Discriminator Loss: 1.5574... Generator Loss: 0.3926 Epoch 8/8... Discriminator Loss: 1.3249... Generator Loss: 0.6541 Epoch 8/8... Discriminator Loss: 1.3392... Generator Loss: 0.6334 Epoch 8/8... Discriminator Loss: 1.2327... Generator Loss: 0.6798
Epoch 8/8... Discriminator Loss: 1.3630... Generator Loss: 0.8624 Epoch 8/8... Discriminator Loss: 1.3873... Generator Loss: 0.5195 Epoch 8/8... Discriminator Loss: 1.2936... Generator Loss: 0.7036 Epoch 8/8... Discriminator Loss: 1.3724... Generator Loss: 0.5191 Epoch 8/8... Discriminator Loss: 1.3909... Generator Loss: 0.5763 Epoch 8/8... Discriminator Loss: 1.2955... Generator Loss: 0.5983 Epoch 8/8... Discriminator Loss: 1.2654... Generator Loss: 0.8337 Epoch 8/8... Discriminator Loss: 1.3296... Generator Loss: 0.5528 Epoch 8/8... Discriminator Loss: 1.5306... Generator Loss: 0.4013 Epoch 8/8... Discriminator Loss: 1.4256... Generator Loss: 0.5545
Epoch 8/8... Discriminator Loss: 1.3497... Generator Loss: 0.6215 Epoch 8/8... Discriminator Loss: 1.2575... Generator Loss: 1.2273 Epoch 8/8... Discriminator Loss: 1.4268... Generator Loss: 0.4921 Epoch 8/8... Discriminator Loss: 1.4032... Generator Loss: 0.5130 Epoch 8/8... Discriminator Loss: 1.2450... Generator Loss: 0.6238 Epoch 8/8... Discriminator Loss: 1.5369... Generator Loss: 0.4566 Epoch 8/8... Discriminator Loss: 1.3483... Generator Loss: 0.4975 Epoch 8/8... Discriminator Loss: 1.4101... Generator Loss: 0.5273 Epoch 8/8... Discriminator Loss: 1.5556... Generator Loss: 0.4106 Epoch 8/8... Discriminator Loss: 1.3814... Generator Loss: 0.6243
Epoch 8/8... Discriminator Loss: 1.3203... Generator Loss: 0.7695 Epoch 8/8... Discriminator Loss: 1.3467... Generator Loss: 0.5712 Epoch 8/8... Discriminator Loss: 1.4222... Generator Loss: 0.9928 Epoch 8/8... Discriminator Loss: 1.4424... Generator Loss: 0.7154 Epoch 8/8... Discriminator Loss: 1.3603... Generator Loss: 0.6385 Epoch 8/8... Discriminator Loss: 1.3057... Generator Loss: 0.6609 Epoch 8/8... Discriminator Loss: 1.5187... Generator Loss: 0.4172 Epoch 8/8... Discriminator Loss: 1.5055... Generator Loss: 0.4378 Epoch 8/8... Discriminator Loss: 1.3717... Generator Loss: 0.5351 Epoch 8/8... Discriminator Loss: 1.6952... Generator Loss: 0.3284
Epoch 8/8... Discriminator Loss: 1.5260... Generator Loss: 0.3997 Epoch 8/8... Discriminator Loss: 1.3889... Generator Loss: 0.5774 Epoch 8/8... Discriminator Loss: 1.2880... Generator Loss: 0.7202 Epoch 8/8... Discriminator Loss: 1.2367... Generator Loss: 0.7548 Epoch 8/8... Discriminator Loss: 1.3438... Generator Loss: 0.5868 Epoch 8/8... Discriminator Loss: 1.3690... Generator Loss: 0.5765 Epoch 8/8... Discriminator Loss: 1.3511... Generator Loss: 0.8443 Epoch 8/8... Discriminator Loss: 1.2528... Generator Loss: 0.6870 Epoch 8/8... Discriminator Loss: 1.2498... Generator Loss: 0.7020 Epoch 8/8... Discriminator Loss: 1.3259... Generator Loss: 0.6311
Epoch 8/8... Discriminator Loss: 1.3035... Generator Loss: 0.6095 Epoch 8/8... Discriminator Loss: 1.3701... Generator Loss: 0.6990 Epoch 8/8... Discriminator Loss: 1.4409... Generator Loss: 0.4963 Epoch 8/8... Discriminator Loss: 1.2675... Generator Loss: 0.7333 Epoch 8/8... Discriminator Loss: 1.2870... Generator Loss: 0.9563 Epoch 8/8... Discriminator Loss: 1.3555... Generator Loss: 0.6154 Epoch 8/8... Discriminator Loss: 1.3133... Generator Loss: 0.6224 Epoch 8/8... Discriminator Loss: 1.3729... Generator Loss: 0.5011 Epoch 8/8... Discriminator Loss: 1.4485... Generator Loss: 0.4887 Epoch 8/8... Discriminator Loss: 1.3821... Generator Loss: 1.0568
Epoch 8/8... Discriminator Loss: 1.4584... Generator Loss: 0.4778 Epoch 8/8... Discriminator Loss: 1.3418... Generator Loss: 0.7485 Epoch 8/8... Discriminator Loss: 1.3460... Generator Loss: 0.5366 Epoch 8/8... Discriminator Loss: 1.3025... Generator Loss: 0.6797 Epoch 8/8... Discriminator Loss: 1.2775... Generator Loss: 0.7465 Epoch 8/8... Discriminator Loss: 1.2509... Generator Loss: 1.0976 Epoch 8/8... Discriminator Loss: 1.2141... Generator Loss: 0.6743 Epoch 8/8... Discriminator Loss: 1.4347... Generator Loss: 0.5697 Epoch 8/8... Discriminator Loss: 1.3689... Generator Loss: 0.5978 Epoch 8/8... Discriminator Loss: 1.3054... Generator Loss: 0.5824
Epoch 8/8... Discriminator Loss: 1.5125... Generator Loss: 0.4439 Epoch 8/8... Discriminator Loss: 1.2768... Generator Loss: 0.6176 Epoch 8/8... Discriminator Loss: 1.2335... Generator Loss: 1.0205 Epoch 8/8... Discriminator Loss: 1.3900... Generator Loss: 0.6469 Epoch 8/8... Discriminator Loss: 1.3707... Generator Loss: 0.7161 Epoch 8/8... Discriminator Loss: 1.3598... Generator Loss: 0.5746 Epoch 8/8... Discriminator Loss: 1.6931... Generator Loss: 0.3407 Epoch 8/8... Discriminator Loss: 1.3654... Generator Loss: 0.6281 Epoch 8/8... Discriminator Loss: 1.2938... Generator Loss: 0.6501 Epoch 8/8... Discriminator Loss: 1.3247... Generator Loss: 0.5661
Epoch 8/8... Discriminator Loss: 1.3203... Generator Loss: 1.0589 Epoch 8/8... Discriminator Loss: 1.4160... Generator Loss: 0.5071 Epoch 8/8... Discriminator Loss: 1.3889... Generator Loss: 0.5766 Epoch 8/8... Discriminator Loss: 1.2446... Generator Loss: 0.7823 Epoch 8/8... Discriminator Loss: 1.4718... Generator Loss: 0.4853 Epoch 8/8... Discriminator Loss: 1.2987... Generator Loss: 0.7652 Epoch 8/8... Discriminator Loss: 1.6045... Generator Loss: 0.3711 Epoch 8/8... Discriminator Loss: 1.3594... Generator Loss: 0.6025 Epoch 8/8... Discriminator Loss: 1.5132... Generator Loss: 0.4309 Epoch 8/8... Discriminator Loss: 1.2290... Generator Loss: 0.7043
Epoch 8/8... Discriminator Loss: 1.4144... Generator Loss: 0.7694 Epoch 8/8... Discriminator Loss: 1.4242... Generator Loss: 0.5423 Epoch 8/8... Discriminator Loss: 1.3180... Generator Loss: 0.5794 Epoch 8/8... Discriminator Loss: 1.4841... Generator Loss: 0.4662 Epoch 8/8... Discriminator Loss: 1.4399... Generator Loss: 0.5218 Epoch 8/8... Discriminator Loss: 1.2587... Generator Loss: 0.7522 Epoch 8/8... Discriminator Loss: 1.2838... Generator Loss: 0.8034 Epoch 8/8... Discriminator Loss: 1.3252... Generator Loss: 0.6355 Epoch 8/8... Discriminator Loss: 1.2565... Generator Loss: 0.8384 Epoch 8/8... Discriminator Loss: 1.4958... Generator Loss: 0.4305
Epoch 8/8... Discriminator Loss: 1.4643... Generator Loss: 0.4801 Epoch 8/8... Discriminator Loss: 1.3712... Generator Loss: 0.6052 Epoch 8/8... Discriminator Loss: 1.3928... Generator Loss: 0.5778 Epoch 8/8... Discriminator Loss: 1.2628... Generator Loss: 1.0000 Epoch 8/8... Discriminator Loss: 1.3367... Generator Loss: 0.7376 Epoch 8/8... Discriminator Loss: 1.4013... Generator Loss: 0.6468 Epoch 8/8... Discriminator Loss: 1.2846... Generator Loss: 0.6544 Epoch 8/8... Discriminator Loss: 1.2713... Generator Loss: 0.6794 Epoch 8/8... Discriminator Loss: 1.4617... Generator Loss: 0.4875 Epoch 8/8... Discriminator Loss: 1.3519... Generator Loss: 0.6311
Epoch 8/8... Discriminator Loss: 1.3392... Generator Loss: 0.5990 Epoch 8/8... Discriminator Loss: 1.2554... Generator Loss: 0.7876 Epoch 8/8... Discriminator Loss: 1.4641... Generator Loss: 0.4771 Epoch 8/8... Discriminator Loss: 1.6604... Generator Loss: 0.3454 Epoch 8/8... Discriminator Loss: 1.3970... Generator Loss: 0.5715 Epoch 8/8... Discriminator Loss: 1.4787... Generator Loss: 0.4839 Epoch 8/8... Discriminator Loss: 1.2850... Generator Loss: 0.7969 Epoch 8/8... Discriminator Loss: 1.4227... Generator Loss: 0.5012 Epoch 8/8... Discriminator Loss: 1.2694... Generator Loss: 0.8910 Epoch 8/8... Discriminator Loss: 1.3733... Generator Loss: 1.0157
Epoch 8/8... Discriminator Loss: 1.4204... Generator Loss: 0.5211 Epoch 8/8... Discriminator Loss: 1.6493... Generator Loss: 0.3702 Epoch 8/8... Discriminator Loss: 1.2654... Generator Loss: 0.7741 Epoch 8/8... Discriminator Loss: 1.5498... Generator Loss: 0.4379 Epoch 8/8... Discriminator Loss: 1.5814... Generator Loss: 0.4168 Epoch 8/8... Discriminator Loss: 1.4702... Generator Loss: 0.4496 Epoch 8/8... Discriminator Loss: 1.2420... Generator Loss: 1.0577 Epoch 8/8... Discriminator Loss: 1.4434... Generator Loss: 0.5258 Epoch 8/8... Discriminator Loss: 1.4412... Generator Loss: 0.5178 Epoch 8/8... Discriminator Loss: 1.3507... Generator Loss: 0.6686
Epoch 8/8... Discriminator Loss: 1.4054... Generator Loss: 0.6520 Epoch 8/8... Discriminator Loss: 1.3184... Generator Loss: 0.9251 Epoch 8/8... Discriminator Loss: 1.2768... Generator Loss: 0.6496 Epoch 8/8... Discriminator Loss: 1.3805... Generator Loss: 0.5707 Epoch 8/8... Discriminator Loss: 1.4005... Generator Loss: 0.4933 Epoch 8/8... Discriminator Loss: 1.2712... Generator Loss: 0.6426 Epoch 8/8... Discriminator Loss: 1.2925... Generator Loss: 0.8190 Epoch 8/8... Discriminator Loss: 1.3544... Generator Loss: 0.6540 Epoch 8/8... Discriminator Loss: 1.2098... Generator Loss: 0.8283 Epoch 8/8... Discriminator Loss: 1.3113... Generator Loss: 0.7136
Epoch 8/8... Discriminator Loss: 1.4737... Generator Loss: 0.4558 Epoch 8/8... Discriminator Loss: 1.3174... Generator Loss: 0.7209 Epoch 8/8... Discriminator Loss: 1.4173... Generator Loss: 0.5351 Epoch 8/8... Discriminator Loss: 1.2961... Generator Loss: 0.8980 Epoch 8/8... Discriminator Loss: 1.3512... Generator Loss: 0.6191 Epoch 8/8... Discriminator Loss: 1.3687... Generator Loss: 0.5422 Epoch 8/8... Discriminator Loss: 1.3366... Generator Loss: 0.6468 Epoch 8/8... Discriminator Loss: 1.3719... Generator Loss: 1.2485 Epoch 8/8... Discriminator Loss: 1.2972... Generator Loss: 0.6381 Epoch 8/8... Discriminator Loss: 1.4630... Generator Loss: 0.4435
Epoch 8/8... Discriminator Loss: 1.3820... Generator Loss: 1.3683 Epoch 8/8... Discriminator Loss: 1.2675... Generator Loss: 0.7729 Epoch 8/8... Discriminator Loss: 1.3462... Generator Loss: 0.7932 Epoch 8/8... Discriminator Loss: 1.4615... Generator Loss: 0.4768 Epoch 8/8... Discriminator Loss: 1.3635... Generator Loss: 0.5271 Epoch 8/8... Discriminator Loss: 1.4553... Generator Loss: 0.5297 Epoch 8/8... Discriminator Loss: 1.3674... Generator Loss: 0.7395 Epoch 8/8... Discriminator Loss: 1.4101... Generator Loss: 0.5428 Epoch 8/8... Discriminator Loss: 1.1769... Generator Loss: 0.7681 Epoch 8/8... Discriminator Loss: 1.2662... Generator Loss: 0.9340
Epoch 8/8... Discriminator Loss: 1.2674... Generator Loss: 0.6765 Epoch 8/8... Discriminator Loss: 1.3963... Generator Loss: 0.5331 Epoch 8/8... Discriminator Loss: 1.3204... Generator Loss: 0.6725 Epoch 8/8... Discriminator Loss: 1.5282... Generator Loss: 0.4419 Epoch 8/8... Discriminator Loss: 1.4196... Generator Loss: 0.5356 Epoch 8/8... Discriminator Loss: 1.3578... Generator Loss: 0.6269 Epoch 8/8... Discriminator Loss: 1.2353... Generator Loss: 1.0489 Epoch 8/8... Discriminator Loss: 1.4093... Generator Loss: 0.5143 Epoch 8/8... Discriminator Loss: 1.2586... Generator Loss: 0.9126 Epoch 8/8... Discriminator Loss: 1.4141... Generator Loss: 0.6213
Epoch 8/8... Discriminator Loss: 1.4306... Generator Loss: 0.5108 Epoch 8/8... Discriminator Loss: 1.2154... Generator Loss: 0.7341 Epoch 8/8... Discriminator Loss: 1.3776... Generator Loss: 0.5469 Epoch 8/8... Discriminator Loss: 1.7321... Generator Loss: 0.3239 Epoch 8/8... Discriminator Loss: 1.5009... Generator Loss: 0.4736 Epoch 8/8... Discriminator Loss: 1.4067... Generator Loss: 0.4787 Epoch 8/8... Discriminator Loss: 1.3888... Generator Loss: 0.5914 Epoch 8/8... Discriminator Loss: 1.4885... Generator Loss: 0.4697 Epoch 8/8... Discriminator Loss: 1.2427... Generator Loss: 0.7605 Epoch 8/8... Discriminator Loss: 1.3183... Generator Loss: 0.6669
Epoch 8/8... Discriminator Loss: 1.3804... Generator Loss: 0.5004 Epoch 8/8... Discriminator Loss: 1.5490... Generator Loss: 0.4197 Epoch 8/8... Discriminator Loss: 1.3316... Generator Loss: 0.6849 Epoch 8/8... Discriminator Loss: 1.5771... Generator Loss: 0.3946 Epoch 8/8... Discriminator Loss: 1.3847... Generator Loss: 0.5565 Epoch 8/8... Discriminator Loss: 1.6690... Generator Loss: 0.3759 Epoch 8/8... Discriminator Loss: 1.3287... Generator Loss: 0.6228 Epoch 8/8... Discriminator Loss: 1.3045... Generator Loss: 0.6553 Epoch 8/8... Discriminator Loss: 1.3523... Generator Loss: 0.7644 Epoch 8/8... Discriminator Loss: 1.4469... Generator Loss: 0.4665
Epoch 8/8... Discriminator Loss: 1.2978... Generator Loss: 0.6487 Epoch 8/8... Discriminator Loss: 1.4668... Generator Loss: 0.5887 Epoch 8/8... Discriminator Loss: 1.3873... Generator Loss: 0.5807 Epoch 8/8... Discriminator Loss: 1.5239... Generator Loss: 0.4600 Epoch 8/8... Discriminator Loss: 1.5121... Generator Loss: 0.4547 Epoch 8/8... Discriminator Loss: 1.2269... Generator Loss: 0.8651 Epoch 8/8... Discriminator Loss: 1.3349... Generator Loss: 0.7658 Epoch 8/8... Discriminator Loss: 1.3747... Generator Loss: 0.6426 Epoch 8/8... Discriminator Loss: 1.4050... Generator Loss: 0.5951 Epoch 8/8... Discriminator Loss: 1.4660... Generator Loss: 0.4787
Epoch 8/8... Discriminator Loss: 1.2493... Generator Loss: 0.8871 Epoch 8/8... Discriminator Loss: 1.2421... Generator Loss: 0.8423 Epoch 8/8... Discriminator Loss: 1.2119... Generator Loss: 1.1736 Epoch 8/8... Discriminator Loss: 1.2829... Generator Loss: 0.6415 Epoch 8/8... Discriminator Loss: 1.4450... Generator Loss: 0.4807 Epoch 8/8... Discriminator Loss: 1.3170... Generator Loss: 0.6181 Epoch 8/8... Discriminator Loss: 1.2672... Generator Loss: 0.8660 Epoch 8/8... Discriminator Loss: 1.6221... Generator Loss: 0.3836 Epoch 8/8... Discriminator Loss: 1.5110... Generator Loss: 0.4551 Epoch 8/8... Discriminator Loss: 1.3485... Generator Loss: 0.9039
Epoch 8/8... Discriminator Loss: 1.3619... Generator Loss: 0.6462 Epoch 8/8... Discriminator Loss: 1.2071... Generator Loss: 0.7832 Epoch 8/8... Discriminator Loss: 1.2183... Generator Loss: 0.8329 Epoch 8/8... Discriminator Loss: 1.2991... Generator Loss: 0.7715 Epoch 8/8... Discriminator Loss: 1.2407... Generator Loss: 0.6339 Epoch 8/8... Discriminator Loss: 1.2791... Generator Loss: 0.7194 Epoch 8/8... Discriminator Loss: 1.6309... Generator Loss: 0.3555 Epoch 8/8... Discriminator Loss: 1.4198... Generator Loss: 0.5244 Epoch 8/8... Discriminator Loss: 1.3616... Generator Loss: 0.6136 Epoch 8/8... Discriminator Loss: 1.5202... Generator Loss: 0.4496
Epoch 8/8... Discriminator Loss: 1.5184... Generator Loss: 0.4258 Epoch 8/8... Discriminator Loss: 1.4292... Generator Loss: 0.5848 Epoch 8/8... Discriminator Loss: 1.4533... Generator Loss: 0.5033 Epoch 8/8... Discriminator Loss: 1.3676... Generator Loss: 0.5343 Epoch 8/8... Discriminator Loss: 1.4053... Generator Loss: 0.5744 Epoch 8/8... Discriminator Loss: 1.3954... Generator Loss: 0.5648 Epoch 8/8... Discriminator Loss: 1.4872... Generator Loss: 0.4459 Epoch 8/8... Discriminator Loss: 1.5038... Generator Loss: 0.4983 Epoch 8/8... Discriminator Loss: 1.4028... Generator Loss: 0.5008 Epoch 8/8... Discriminator Loss: 1.5178... Generator Loss: 0.4053
Epoch 8/8... Discriminator Loss: 1.3033... Generator Loss: 0.6585 Epoch 8/8... Discriminator Loss: 1.3686... Generator Loss: 0.5974 Epoch 8/8... Discriminator Loss: 1.4328... Generator Loss: 0.5151 Epoch 8/8... Discriminator Loss: 1.5585... Generator Loss: 0.4063 Epoch 8/8... Discriminator Loss: 1.7392... Generator Loss: 0.3192 Epoch 8/8... Discriminator Loss: 1.3777... Generator Loss: 0.5401 Epoch 8/8... Discriminator Loss: 1.2674... Generator Loss: 0.8010 Epoch 8/8... Discriminator Loss: 1.4789... Generator Loss: 0.4829 Epoch 8/8... Discriminator Loss: 1.2656... Generator Loss: 0.6673 Epoch 8/8... Discriminator Loss: 1.3064... Generator Loss: 0.6893
Epoch 8/8... Discriminator Loss: 1.4134... Generator Loss: 0.5393 Epoch 8/8... Discriminator Loss: 1.2874... Generator Loss: 0.7029 Epoch 8/8... Discriminator Loss: 1.3588... Generator Loss: 0.6300 Epoch 8/8... Discriminator Loss: 1.2707... Generator Loss: 0.8185 Epoch 8/8... Discriminator Loss: 1.3796... Generator Loss: 0.5658 Epoch 8/8... Discriminator Loss: 1.5142... Generator Loss: 0.4330 Epoch 8/8... Discriminator Loss: 1.3175... Generator Loss: 0.6344 Epoch 8/8... Discriminator Loss: 1.3525... Generator Loss: 0.5142 Epoch 8/8... Discriminator Loss: 1.5126... Generator Loss: 0.5106 Epoch 8/8... Discriminator Loss: 1.2223... Generator Loss: 0.7306
Epoch 8/8... Discriminator Loss: 1.2423... Generator Loss: 1.1087 Epoch 8/8... Discriminator Loss: 1.4024... Generator Loss: 0.5214 Epoch 8/8... Discriminator Loss: 1.4102... Generator Loss: 0.5231 Epoch 8/8... Discriminator Loss: 1.4351... Generator Loss: 0.5632 Epoch 8/8... Discriminator Loss: 1.3844... Generator Loss: 0.5263 Epoch 8/8... Discriminator Loss: 1.3026... Generator Loss: 0.7273 Epoch 8/8... Discriminator Loss: 1.6562... Generator Loss: 0.3764 Epoch 8/8... Discriminator Loss: 1.5573... Generator Loss: 0.3988 Epoch 8/8... Discriminator Loss: 1.5471... Generator Loss: 0.3827 Epoch 8/8... Discriminator Loss: 1.3598... Generator Loss: 0.6119
Epoch 8/8... Discriminator Loss: 1.4812... Generator Loss: 0.4901 Epoch 8/8... Discriminator Loss: 1.3800... Generator Loss: 0.5343 Epoch 8/8... Discriminator Loss: 1.2269... Generator Loss: 0.7405 Epoch 8/8... Discriminator Loss: 1.3324... Generator Loss: 0.7383 Epoch 8/8... Discriminator Loss: 1.3667... Generator Loss: 0.6376 Epoch 8/8... Discriminator Loss: 1.2656... Generator Loss: 0.7562 Epoch 8/8... Discriminator Loss: 1.2826... Generator Loss: 0.7955 Epoch 8/8... Discriminator Loss: 1.3729... Generator Loss: 0.5530 Epoch 8/8... Discriminator Loss: 1.3890... Generator Loss: 0.5659 Epoch 8/8... Discriminator Loss: 1.3353... Generator Loss: 0.6289
Epoch 8/8... Discriminator Loss: 1.2198... Generator Loss: 0.7547 Epoch 8/8... Discriminator Loss: 1.3120... Generator Loss: 1.0358 Epoch 8/8... Discriminator Loss: 1.3102... Generator Loss: 0.8483 Epoch 8/8... Discriminator Loss: 1.4004... Generator Loss: 1.0972 Epoch 8/8... Discriminator Loss: 1.6569... Generator Loss: 0.3843 Epoch 8/8... Discriminator Loss: 1.5376... Generator Loss: 0.4066 Epoch 8/8... Discriminator Loss: 1.2673... Generator Loss: 0.9018 Epoch 8/8... Discriminator Loss: 1.3923... Generator Loss: 0.6407 Epoch 8/8... Discriminator Loss: 1.6333... Generator Loss: 0.3572 Epoch 8/8... Discriminator Loss: 1.3852... Generator Loss: 0.8099
Epoch 8/8... Discriminator Loss: 1.3498... Generator Loss: 0.5856 Epoch 8/8... Discriminator Loss: 1.3458... Generator Loss: 0.7780 Epoch 8/8... Discriminator Loss: 1.6136... Generator Loss: 0.3726 Epoch 8/8... Discriminator Loss: 1.4328... Generator Loss: 0.5300 Epoch 8/8... Discriminator Loss: 1.5363... Generator Loss: 0.4100 Epoch 8/8... Discriminator Loss: 1.2279... Generator Loss: 0.8293 Epoch 8/8... Discriminator Loss: 1.3532... Generator Loss: 0.7124 Epoch 8/8... Discriminator Loss: 1.4261... Generator Loss: 0.5897 Epoch 8/8... Discriminator Loss: 1.2337... Generator Loss: 0.9606 Epoch 8/8... Discriminator Loss: 1.3840... Generator Loss: 0.7512
Epoch 8/8... Discriminator Loss: 1.3308... Generator Loss: 0.6567 Epoch 8/8... Discriminator Loss: 1.3425... Generator Loss: 0.7051 Epoch 8/8... Discriminator Loss: 1.3924... Generator Loss: 0.7210 Epoch 8/8... Discriminator Loss: 1.3617... Generator Loss: 0.5564 Epoch 8/8... Discriminator Loss: 1.4590... Generator Loss: 0.4446 Epoch 8/8... Discriminator Loss: 1.3497... Generator Loss: 0.5582 Epoch 8/8... Discriminator Loss: 1.3456... Generator Loss: 0.5806 Epoch 8/8... Discriminator Loss: 1.3399... Generator Loss: 0.7535 Epoch 8/8... Discriminator Loss: 1.3027... Generator Loss: 0.5658 Epoch 8/8... Discriminator Loss: 1.4826... Generator Loss: 0.4769
Epoch 8/8... Discriminator Loss: 1.2883... Generator Loss: 0.7974 Epoch 8/8... Discriminator Loss: 1.2927... Generator Loss: 0.8994
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.